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[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": 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\"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"B0CHGT1KFJ\", \"price\": \"$279.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CHGT1KFJ\"\n},\n {\n \"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\"\n},\n {\n \"price\": \"$279.99\"\n},\n {\n \"bullet_list\": \"Form factor: M.2. Dimensions: 0.87\\\"H x 3.15\\\"W x 0.1\\\"D. Internal solid-state drive with PCI Express interface. Keep personal files and confidential data restricted from hackers and thieves with 256-bit AES encryption. 5-year manufacturer limited warranty. Memory capacity: 4TB based on Samsung V-NAND TLC memory technology. Meets or exceeds the IEEE 1667 and S.M.A.R.T. standards. SSD provides read speeds up to 7450MB/s and write speeds up to 6900MB/s. SSD connects through PCI express 4.0 x4 (NVMe). Sold as 1 Each.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"990 PRO\"\n},\n {\n \"Capacity\": \"4TB\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T04:41:24.014Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T04:41:24.014Z
purchase
B0CHGT1KFJ
rule
2025-04-06T04:41:24.014Z
train
1,200
2025-04-06T04:41:24.014Z
purchase
B0CHGT1KFJ
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black", "asin": "B0CHGT1KFJ", "price": "$279.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0CHGT1KFJ" }, { "title": "SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black" }, { "price": "$279.99" }, { "bullet_list": "Form factor: M.2. Dimensions: 0.87\"H x 3.15\"W x 0.1\"D. Internal solid-state drive with PCI Express interface. Keep personal files and confidential data restricted from hackers and thieves with 256-bit AES encryption. 5-year manufacturer limited warranty. Memory capacity: 4TB based on Samsung V-NAND TLC memory technology. Meets or exceeds the IEEE 1667 and S.M.A.R.T. standards. SSD provides read speeds up to 7450MB/s and write speeds up to 6900MB/s. SSD connects through PCI express 4.0 x4 (NVMe). Sold as 1 Each." } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Style": "990 PRO" }, { "Capacity": "4TB" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T04:41:24.014Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>purchase</answer_action><answer_argument>B0CHGT1KFJ</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>purchase</answer_action><answer_argument>B0CHGT1KFJ</answer_argument>", "index": 1200, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"B0CHGT1KFJ\", \"price\": \"$279.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CHGT1KFJ\"\n},\n {\n \"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\"\n},\n {\n \"price\": \"$279.99\"\n},\n {\n \"bullet_list\": \"Form factor: M.2. Dimensions: 0.87\\\"H x 3.15\\\"W x 0.1\\\"D. Internal solid-state drive with PCI Express interface. Keep personal files and confidential data restricted from hackers and thieves with 256-bit AES encryption. 5-year manufacturer limited warranty. Memory capacity: 4TB based on Samsung V-NAND TLC memory technology. Meets or exceeds the IEEE 1667 and S.M.A.R.T. standards. SSD provides read speeds up to 7450MB/s and write speeds up to 6900MB/s. SSD connects through PCI express 4.0 x4 (NVMe). Sold as 1 Each.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"990 PRO\"\n},\n {\n \"Capacity\": \"4TB\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T04:41:24.014Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"B0CHGT1KFJ\", \"price\": \"$279.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CHGT1KFJ\"\n},\n {\n \"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\"\n},\n {\n \"price\": \"$279.99\"\n},\n {\n \"bullet_list\": \"Form factor: M.2. Dimensions: 0.87\\\"H x 3.15\\\"W x 0.1\\\"D. Internal solid-state drive with PCI Express interface. Keep personal files and confidential data restricted from hackers and thieves with 256-bit AES encryption. 5-year manufacturer limited warranty. Memory capacity: 4TB based on Samsung V-NAND TLC memory technology. Meets or exceeds the IEEE 1667 and S.M.A.R.T. standards. SSD provides read speeds up to 7450MB/s and write speeds up to 6900MB/s. SSD connects through PCI express 4.0 x4 (NVMe). Sold as 1 Each.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"990 PRO\"\n},\n {\n \"Capacity\": \"2TB\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T04:42:23.694Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T04:42:23.694Z
click
product_option
rule
2025-04-06T04:42:23.694Z
train
1,201
2025-04-06T04:42:23.694Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} <|memory_end|> <|action_start|> <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black", "asin": "B0CHGT1KFJ", "price": "$279.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0CHGT1KFJ" }, { "title": "SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black" }, { "price": "$279.99" }, { "bullet_list": "Form factor: M.2. Dimensions: 0.87\"H x 3.15\"W x 0.1\"D. Internal solid-state drive with PCI Express interface. Keep personal files and confidential data restricted from hackers and thieves with 256-bit AES encryption. 5-year manufacturer limited warranty. Memory capacity: 4TB based on Samsung V-NAND TLC memory technology. Meets or exceeds the IEEE 1667 and S.M.A.R.T. standards. SSD provides read speeds up to 7450MB/s and write speeds up to 6900MB/s. SSD connects through PCI express 4.0 x4 (NVMe). Sold as 1 Each." } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Style": "990 PRO" }, { "Capacity": "2TB" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T04:42:23.694Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 1201, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"B0CHGT1KFJ\", \"price\": \"$279.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CHGT1KFJ\"\n},\n {\n \"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\"\n},\n {\n \"price\": \"$279.99\"\n},\n {\n \"bullet_list\": \"Form factor: M.2. Dimensions: 0.87\\\"H x 3.15\\\"W x 0.1\\\"D. Internal solid-state drive with PCI Express interface. Keep personal files and confidential data restricted from hackers and thieves with 256-bit AES encryption. 5-year manufacturer limited warranty. Memory capacity: 4TB based on Samsung V-NAND TLC memory technology. Meets or exceeds the IEEE 1667 and S.M.A.R.T. standards. SSD provides read speeds up to 7450MB/s and write speeds up to 6900MB/s. SSD connects through PCI express 4.0 x4 (NVMe). Sold as 1 Each.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"990 PRO\"\n},\n {\n \"Capacity\": \"2TB\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T04:42:23.694Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": 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This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"B0CHGT1KFJ\", \"price\": \"$279.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BHJJ9Y77\"\n},\n {\n \"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\"\n},\n {\n \"price\": \"$168.90\"\n},\n {\n \"bullet_list\": \"MEET THE NEXT GEN: Consider this a cheat code; Our Samsung 990 PRO Gen4 SSD helps you reach near max performance with lightning-fast speeds; Whether you\\u2019re a hardcore gamer or a tech guru, you\\u2019ll get power efficiency built for the final boss REACH THE NEXT LEVEL: Gen4 steps up with faster transfer speeds and high-performance bandwidth; With a more than 55% improvement in random performance compared to 980 PRO, it\\u2019s here for heavy computing and faster loading THE FASTEST SSD FROM THE WORLD'S FLASH MEMORY BRAND: The speed you need for any occasion; With read and write speeds up to 7450/6900 MB/s you\\u2019ll reach near max performance of PCIe 4.0 powering through for any use PLAY WITHOUT LIMITS: Give yourself some space with storage capacities from 1TB to 4TB; Sync all your saves and reign supreme in gaming, video editing, data analysis and more IT\\u2019S A POWER MOVE: Save the power for your performance; Get power efficiency all while experiencing up to 50% improved performance per watt over the 980 PRO****; It makes every move more effective with less consumption\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"990 PRO\"\n},\n {\n \"Capacity\": \"2TB\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T04:42:47.181Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T04:42:47.181Z
click
quantity
rule
2025-04-06T04:42:47.181Z
train
1,202
2025-04-06T04:42:47.181Z
click
quantity
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black", "asin": "B0CHGT1KFJ", "price": "$279.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0BHJJ9Y77" }, { "title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)" }, { "price": "$168.90" }, { "bullet_list": "MEET THE NEXT GEN: Consider this a cheat code; Our Samsung 990 PRO Gen4 SSD helps you reach near max performance with lightning-fast speeds; Whether you\u2019re a hardcore gamer or a tech guru, you\u2019ll get power efficiency built for the final boss REACH THE NEXT LEVEL: Gen4 steps up with faster transfer speeds and high-performance bandwidth; With a more than 55% improvement in random performance compared to 980 PRO, it\u2019s here for heavy computing and faster loading THE FASTEST SSD FROM THE WORLD'S FLASH MEMORY BRAND: The speed you need for any occasion; With read and write speeds up to 7450/6900 MB/s you\u2019ll reach near max performance of PCIe 4.0 powering through for any use PLAY WITHOUT LIMITS: Give yourself some space with storage capacities from 1TB to 4TB; Sync all your saves and reign supreme in gaming, video editing, data analysis and more IT\u2019S A POWER MOVE: Save the power for your performance; Get power efficiency all while experiencing up to 50% improved performance per watt over the 980 PRO****; It makes every move more effective with less consumption" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Style": "990 PRO" }, { "Capacity": "2TB" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T04:42:47.181Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>quantity</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>quantity</answer_argument>", "index": 1202, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"B0CHGT1KFJ\", \"price\": \"$279.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BHJJ9Y77\"\n},\n {\n \"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\"\n},\n {\n \"price\": \"$168.90\"\n},\n {\n \"bullet_list\": \"MEET THE NEXT GEN: Consider this a cheat code; Our Samsung 990 PRO Gen4 SSD helps you reach near max performance with lightning-fast speeds; Whether you\\u2019re a hardcore gamer or a tech guru, you\\u2019ll get power efficiency built for the final boss REACH THE NEXT LEVEL: Gen4 steps up with faster transfer speeds and high-performance bandwidth; With a more than 55% improvement in random performance compared to 980 PRO, it\\u2019s here for heavy computing and faster loading THE FASTEST SSD FROM THE WORLD'S FLASH MEMORY BRAND: The speed you need for any occasion; With read and write speeds up to 7450/6900 MB/s you\\u2019ll reach near max performance of PCIe 4.0 powering through for any use PLAY WITHOUT LIMITS: Give yourself some space with storage capacities from 1TB to 4TB; Sync all your saves and reign supreme in gaming, video editing, data analysis and more IT\\u2019S A POWER MOVE: Save the power for your performance; Get power efficiency all while experiencing up to 50% improved performance per watt over the 980 PRO****; It makes every move more effective with less consumption\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"990 PRO\"\n},\n {\n \"Capacity\": \"2TB\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T04:42:47.181Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": 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\"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": 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\"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": 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\"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": 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\"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"asin\": \"B0CHGT1KFJ\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BHJJ9Y77\"\n},\n {\n \"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\"\n},\n {\n \"price\": \"$168.90\"\n},\n {\n \"bullet_list\": \"MEET THE NEXT GEN: Consider this a cheat code; Our Samsung 990 PRO Gen4 SSD helps you reach near max performance with lightning-fast speeds; Whether you\\u2019re a hardcore gamer or a tech guru, you\\u2019ll get power efficiency built for the final boss REACH THE NEXT LEVEL: Gen4 steps up with faster transfer speeds and high-performance bandwidth; With a more than 55% improvement in random performance compared to 980 PRO, it\\u2019s here for heavy computing and faster loading THE FASTEST SSD FROM THE WORLD'S FLASH MEMORY BRAND: The speed you need for any occasion; With read and write speeds up to 7450/6900 MB/s you\\u2019ll reach near max performance of PCIe 4.0 powering through for any use PLAY WITHOUT LIMITS: Give yourself some space with storage capacities from 1TB to 4TB; Sync all your saves and reign supreme in gaming, video editing, data analysis and more IT\\u2019S A POWER MOVE: Save the power for your performance; Get power efficiency all while experiencing up to 50% improved performance per watt over the 980 PRO****; It makes every move more effective with less consumption\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"990 PRO\"\n},\n {\n \"Capacity\": \"2TB\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T04:42:50.228Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T04:42:50.228Z
purchase
B0BHJJ9Y77
rule
2025-04-06T04:42:50.228Z
train
1,203
2025-04-06T04:42:50.228Z
purchase
B0BHJJ9Y77
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"asin": "B0CHGT1KFJ"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0BHJJ9Y77" }, { "title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)" }, { "price": "$168.90" }, { "bullet_list": "MEET THE NEXT GEN: Consider this a cheat code; Our Samsung 990 PRO Gen4 SSD helps you reach near max performance with lightning-fast speeds; Whether you\u2019re a hardcore gamer or a tech guru, you\u2019ll get power efficiency built for the final boss REACH THE NEXT LEVEL: Gen4 steps up with faster transfer speeds and high-performance bandwidth; With a more than 55% improvement in random performance compared to 980 PRO, it\u2019s here for heavy computing and faster loading THE FASTEST SSD FROM THE WORLD'S FLASH MEMORY BRAND: The speed you need for any occasion; With read and write speeds up to 7450/6900 MB/s you\u2019ll reach near max performance of PCIe 4.0 powering through for any use PLAY WITHOUT LIMITS: Give yourself some space with storage capacities from 1TB to 4TB; Sync all your saves and reign supreme in gaming, video editing, data analysis and more IT\u2019S A POWER MOVE: Save the power for your performance; Get power efficiency all while experiencing up to 50% improved performance per watt over the 980 PRO****; It makes every move more effective with less consumption" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Style": "990 PRO" }, { "Capacity": "2TB" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T04:42:50.228Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>purchase</answer_action><answer_argument>B0BHJJ9Y77</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>purchase</answer_action><answer_argument>B0BHJJ9Y77</answer_argument>", "index": 1203, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"asin\": \"B0CHGT1KFJ\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BHJJ9Y77\"\n},\n {\n \"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\"\n},\n {\n \"price\": \"$168.90\"\n},\n {\n \"bullet_list\": \"MEET THE NEXT GEN: Consider this a cheat code; Our Samsung 990 PRO Gen4 SSD helps you reach near max performance with lightning-fast speeds; Whether you\\u2019re a hardcore gamer or a tech guru, you\\u2019ll get power efficiency built for the final boss REACH THE NEXT LEVEL: Gen4 steps up with faster transfer speeds and high-performance bandwidth; With a more than 55% improvement in random performance compared to 980 PRO, it\\u2019s here for heavy computing and faster loading THE FASTEST SSD FROM THE WORLD'S FLASH MEMORY BRAND: The speed you need for any occasion; With read and write speeds up to 7450/6900 MB/s you\\u2019ll reach near max performance of PCIe 4.0 powering through for any use PLAY WITHOUT LIMITS: Give yourself some space with storage capacities from 1TB to 4TB; Sync all your saves and reign supreme in gaming, video editing, data analysis and more IT\\u2019S A POWER MOVE: Save the power for your performance; Get power efficiency all while experiencing up to 50% improved performance per watt over the 980 PRO****; It makes every move more effective with less consumption\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"990 PRO\"\n},\n {\n \"Capacity\": \"2TB\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T04:42:50.228Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T18:56:22.124Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T18:56:22.124Z
input
Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels
rule
2025-04-06T18:56:22.124Z
train
1,204
2025-04-06T18:56:22.124Z
input
Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} <|memory_end|> <|action_start|> <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T18:56:22.124Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>input</answer_action><answer_argument>Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>input</answer_action><answer_argument>Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels</answer_argument>", "index": 1204, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T18:56:22.124Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": 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Cyanoacrylate Based CA Glue for Rubber Soles\", \"asin\": \"B0CZWS3Q1B\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"NORSHIRE Shoe Glue Sole Adhesive for Fixing Worn Shoes or Boots, Quick Dry Boot Glue for Sneaker Waterproof Sole Repair Adhesive Instant Fixing Glue for Worn Shoe Leather Handbags Heels Repair\\uff0cClear\", \"asin\": \"B0CSFZVV33\", \"price\": \"$4.97\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n {\"title\": \"Shoe Glue 30 g, Shoe Glue Sole Repair Instant, for Rubber Soles, Boots, Sneakers, Sandals, Leathers, Handbags and More, Clear, with Anti-Clog Cap, Waterproof\", \"asin\": \"B0DCC7ZN8S\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Meuvcol Shoe Glue,100g Super Glue for Shoe Heavy Duty, Clear Shoe Glue Sole Repair Kit, Waterproof Sneaker Glue for Rubber Soles, Boot, Leather, Heels, Tennis, Strong Boot Fix Glue, Insole Adhesive\", \"asin\": \"B0D923QJW3\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"Nanoxa Shoe Glue 35g, Heavy Duty Shoe Glue Sole Repair Kit, Waterproof & Fast Drying Shoe Repair Adhesive for Sole, Sneaker, Leather, Boot, Heel, Sandal, Handbags and More\", \"asin\": \"B0DWXL9PFT\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"Boot-Fix Shoe Glue \\u2013 Professional Grade Shoe Repair Adhesive for Boots, Shoes, & More \\u2013 Instant Bond, Clear Drying, Flexible, & Durable \\u2013 Perfect for Leather, Rubber, & All Footwear (20g Tube)\", \"asin\": \"B00Q3IDN5M\", \"price\": \"$12.00\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n {\"title\": \"LOOCTOT 30g Shoe Glue,Boot Glue,Super Instant Glue for Shoe and Sole Repair,Shoe Heel Repair,Bonding Various Materials Such as Rubber,Leather;Waterproof Clear\", \"asin\": \"B0CLRHFGZX\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Shoe Glue Repair Adhesive, Clear Glue Gel for Sole Repair Waterproof Shockproof Quick Dry Super Repair Adhesive for Sneakers Boot Leather Handbags Heels\", \"asin\": \"B0BLCB3FY1\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 14 left in stock - order soon.\"},\n {\"title\": \"Shoe Glue, Professional Grade Flexible Shoe Repair Adhesive - Extra Strong, Clear, Waterproof - Repairs Soles, Heels, Patches Small Holes, Works on Leather, Rubber, Vinyl, Canvas - 20ml x 2 PCS\", \"asin\": \"B0DPCD8GGS\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"Shoes Glue Super Strong Adhesive Clear Repair Sole for Sneakers, Transparent Sealant Waterproof Resistant with Precision Tip Professional Grade for Heels Sports Shoes Climbing Shoes Leather 2oz, 60ml\", \"asin\": \"B0B3J5W5GG\", \"price\": \"$7.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Meuvcol Shoe Glue,100g Super Glue for Shoe Heavy Duty, Clear Shoe Glue Sole Repair Kit, Waterproof Sneaker Glue for Rubber Soles, Boot, Leather, Heels, Tennis, Strong Boot Fix Glue, Insole Adhesive\", \"asin\": \"B0D923QJW3\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"SHOE GOO Shoe Repair Adhesive, SHOE GOO Clear\", \"asin\": \"B00KT3RE5C\", \"price\": \"$8.95\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n {\"title\": \"50g Shoe Glue with Nozzles, Clear Quick Dry Waterproof Shoe Repair Glue Strength Adhesive Super Glue Repair for Boots Sneakers Heels Hiking Shoes Leathers Handbags Sandals Rubber Soles\", \"asin\": \"B0CKSGFFLH\", \"price\": \"$9.45\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n {\"title\": \"Clear Shoe Cement, 4oz can (992-04-000)\", \"asin\": \"B01H2CP08K\", \"price\": \"$14.10\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n {\"title\": \"Cerca de Shoe Glue Heavy Duty\\uff0cShoe Sole Repair Adhesive\\uff0cClear, Waterproof, high Strength, Strong Shoe Glue for Sneakers, Leather Shoes, Hiking Shoes, Boots, Sandals, etc. 2 oz.\", \"asin\": \"B0D5HY8P8Q\", \"price\": \"$15.88\", \"delivery\": \"FREE delivery Wed, Apr 9 Only 10 left in stock - order soon.\"},\n {\"title\": \"CVVTSPE Shoe Glue Sole Repair Adhesive, Waterproof Shoe Repair Glue Kit with Shoe Fix Glue for Sneakers Boots Leather Handbags Fix Soles Heels Repair\", \"asin\": \"B0CYQ641XG\", \"price\": \"$5.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n {\"title\": \"Shoe Glue 30g, Shoe Glue Sole Repair Heavy Duty Instant, Quick Dry & Strong Shoe Adhesive Sole Repair with Anti-Clog Cap, Shoe Glue for Rubber Soles, Boot, Sneaker, Sandals, Leather, Handbags and More\", \"asin\": \"B0DJVXNMKW\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Evatage Waterproof Shoe Glue Kit for Sole Repair - Adhesive for Sneakers, Boots, Leather Handbags, Heels Fix\", \"asin\": \"B09WMWH3LM\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"CVVTSPE Shoe Glue Sole Repair Adhesive, Waterproof Shoe Repair Glue Kit with Shoe Fix Glue for Sneakers Boots Leather Handbags Fix Soles Heels Repair\", \"asin\": \"B0CYQ641XG\", \"price\": \"$5.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n {\"title\": \"SAPBOND 25g Cowboy Boots Glue: Waterproof Professional Glue for Muck, Hiking, Suede, Repair Heel, Working Boot Sole\", \"asin\": \"B0BXKZN3R1\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"BOOT BOND Boot Glue - Quick Dry Boot Repair Formula Works in Seconds - Tough But Flexible Glue Seal - Waterproof Boot Heel Fix Works On Shoe Heel Repair, Thick Sole Boots, Sneakers, and More\", \"asin\": \"B095CQFQHT\", \"price\": \"$13.75\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n {\"title\": \"MOGHEM Shoe Glue Sole Repair Upper Adhesive Clear Waterproof for Bonding Broken Leather Shoes Sneakers Glues Cloth Boots Leather Goods 60ml\", \"asin\": \"B0BN86KXSN\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"Nexkayee Shoe Glue, Fast-Drying Shoes Repair Adhesive, Clear Superglue for Repairing Sneakers, Boots, High Heels and Leather, 30g (Pack of 1)\", \"asin\": \"B0DGPYM11H\", \"price\": \"$4.59\", \"delivery\": \"FREE delivery Apr 28 - May 7\"},\n {\"title\": \"Generic Sole Repair Shoe Glue - Transparent Shoe Glue Adhesive | Waterproof Clear Shoe Repair Glue | Fix Soles Heels Repair Glue | 60ml Boot Heel Fix Glue for Sneakers Boots Leather Handbags, 45g\", \"asin\": \"B0D7MJM3CL\"},\n {\"title\": \"BALORIZ Shoe Glue Sole Repair, Transparent Shoe Glue Repair Adhesive with Sanding Strips and Rubber Bands, Clear Shoe Repair Glue for Repairing Sneaker Shoes, Climbing, Boots, Leather - 60ml\", \"asin\": \"B0D1KDM453\", \"price\": \"$8.54\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"Shoe Glue Sole Repair Adhesive, Waterproof Shoe Repair Glue Kit with Shoe Fix Glue for Sneakers Boots Leather Handbags Fix Soles Heels Repair\", \"asin\": \"B0CY2SJZLW\", \"price\": \"$4.99\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n {\"title\": \"Shoe Goo Repair Adhesive for Fixing Worn Shoes or Boots, Clear, 3.7 Ounce (109.4mL), 10 Snip Tip Applicator Tips and Pixiss Spreader Tools Set\", \"asin\": \"B084JNRGMD\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n {\"title\": \"Weglau Shoe Glue Gel Sole Repair Adhesive,Slow Dry Waterproof Shoe Repair Glue Kit with Shoe Fix Glue for Sneakers Boots Leather Handbags Fix Soles Heels Repair - 2.1oz\", \"asin\": \"B0CMKZQH5J\", \"price\": \"$4.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n {\"title\": \"GEAR AID Shoe Repair Glue, Fix Soles, Heels, and Leather and Rubber Boots with Aquaseal SR, 1 Pack\", \"asin\": \"B007UTZXT2\", \"price\": \"$11.86\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n {\"title\": \"SHOE BOND Shoe Glue - Professional Grade, Clear, Waterproof, Quick Drying, Ideal for Hiking Boots, Sneakers, Sandals, and More\", \"asin\": \"B095CS87RR\", \"price\": \"$13.75\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n {\"title\": \"GH1200 30g x 2 PCs Shoe Glue Heavy Duty, Clear Drying & Strong Shoe Repair Glue, Non Stiff Repairs, Glue for Shoes Fixes Sneakers, High Heels, Crocs & More, Shoe Sole Glue Can Bear Extreme Conditions\", \"asin\": \"B0D57CD4Z7\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"Jevvu Shoe Glue, Heavy Duty Shoe Goo, Super Shoe Sole Repair Adhesive Kit for Boot, Sneaker, Leather \\u2013 Waterproof, Fast Drying, Long-Lasting Bond (Shoe Glue 35g)\", \"asin\": \"B0DRCS5H8V\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"SAPBOND Shoe Glue-Slow Dry Sole Repair Adhesive,Professional Grade Strong Waterproof Clear Repair Glue for Sneakers,Boots,Sandals,Leathers,Handbags and More(60mL)\", \"asin\": \"B0BFDG35R3\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"Sole Repair Shoe Glue - Shoe Glue Sole Repair Adhesive | Shoe Glue Sole Repair | Instant Professional Grade Shoe Repair Glue | Waterproof Clear Shoe Repair Glue Kit | Shoe Glue for Fixing Shoes Boots\", \"asin\": \"B0DQ4PNMQT\", \"price\": \"$6.49\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members Only 1 left in stock - order soon.\"},\n {\"title\": \"Shoe Glue Sole Repair, Transparent Shoe Adhesive, Shoe Repair Glue for Repairing Shoes, Boots, Leather, etc. (60g, 1pack)\", \"asin\": \"B0BL7Y1D5B\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Leather Glue, 60ml Permanent Leather Glue Adhesive - High Strength & Flexible & Waterproof & Clear Leather Repair Glue for Jackets, Purses, Handbags, Sofa, Furniture, Car Seat, Shoes\", \"asin\": \"B0DRCTD9H1\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n {\"title\": \"Fiebing's Leathercraft Cement (32 Oz) - Leather Glue Adhesive - Quick Drying, High Strength, Flexible, Permanent Bonding Leather Repair for Jackets, Shoes, Furniture, Purse - Non-Toxic & Non-Flammable\", \"asin\": \"B075KKKS5Z\", \"price\": \"$44.45\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members Only 1 left in stock - order soon.\"},\n {\"title\": \"Super Glue for Shoe Repair,25g,Heavy Duty Shoe Sole Glue,Shoe Adhesive for Boots,Sneakers,Heels,Sports Shoes,Rubber Soles Repair etc,Quick-Dry,Clear,Waterproof,Strong-Bonding,Flexible&Durable\", \"asin\": \"B0DP67XF4Y\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Shoe Cleaner Sneaker Kit - Premium Shoe Care & Cleaning Set for Assorted Materials\", \"asin\": \"B08CSXXX5M\", \"price\": \"$38.88\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n {\"title\": \"ALECPEA 30g Shoe Glue - Ultimate Strength Adhesive for for Soles Boots Sneakers Heels Hiking Shoes Leather Handbags - Quick Set in 15 Seconds\", \"asin\": \"B0CHJMWDGV\", \"price\": \"$6.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T18:56:28.564Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T18:56:28.564Z
click_product
B0DNSM7PQQ
rule
2025-04-06T18:56:28.564Z
train
1,205
2025-04-06T18:56:28.564Z
click_product
B0DNSM7PQQ
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": 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11 AM on $25 of qualifying items"}, {"title": "SOF SOLE Original Shoe Goo - 3.7 fl oz Tube - Clear Shoe Glue - Repairs Soles, Heels, Patches Small Holes - Bonds on Contact, Dries Within 24 Hrs, Waterproof - Works on Leather, Rubber, Vinyl, Canvas", "asin": "B002L9AL84", "price": "$9.89", "delivery": "FREE delivery Wed, Apr 9"}, {"title": "Evatage Waterproof Shoe Glue Kit for Sole Repair - Adhesive for Sneakers, Boots, Leather Handbags, Heels Fix", "asin": "B09WMWH3LM", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Shoe Glue, Strong, Clear Shoe Repair Glue for Sneakers, Boots, Handbags, Soles, Heels, Works on Leather, Rubber, Canvas, 15ml Tube x 2", "asin": "B0DSFVRSJK", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Shoe-Fix Glue Professional Grade Repair Adhesive for All Footwear Instant Bond, Clear Drying, Flexible, & Durable for Heels, Sandals, Boots, Athletic Shoes, & More (20g Tube)", "asin": "B01G8D69FW", "price": "$11.99", "delivery": "FREE delivery Wed, Apr 9"}, {"title": "Boot-Fix Shoe Glue \u2013 Professional Grade Shoe Repair Adhesive for Boots, Shoes, & More \u2013 Instant Bond, Clear Drying, Flexible, & Durable \u2013 Perfect for Leather, Rubber, & All Footwear (20g Tube)", "asin": "B00Q3IDN5M", "price": "$12.00", "delivery": "FREE delivery Wed, Apr 9"}, {"title": "Viomis 30g Shoe Glue - Instant Shoe Glue Sole Repair, Professional Grade Super Shoe Fix Adhesive, Clear Waterproof Quick Dry Shoe Glue for Soles Boots Sneakers Heels Hiking Shoes Leather Handbags", "asin": "B0CDG3RB41", "price": "$5.03", "delivery": "FREE delivery Wed, Apr 9"}, {"title": "20g Shoe Glue - Instant Shoe Glue Sole Repair, Professional Grade Super Shoe Fix Adhesive, Clear Waterproof Quick Dry Shoe Glue for Soles Boots Sneakers Heels Hiking Shoes Leather Handbags", "asin": "B0CLPWN1C3", "price": "$5.39", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Y\u2019allCanDiy Super Glue for Shoe. Heavy Duty Shoe Adhesive for Shoe Sole Repair and Applicable as Waterproof Boot Shoe Repair Glue. Cyanoacrylate Based CA Glue for Rubber Soles", "asin": "B0CZWS3Q1B", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "NORSHIRE Shoe Glue Sole Adhesive for Fixing Worn Shoes or Boots, Quick Dry Boot Glue for Sneaker Waterproof Sole Repair Adhesive Instant Fixing Glue for Worn Shoe Leather Handbags Heels Repair\uff0cClear", "asin": "B0CSFZVV33", "price": "$4.97", "delivery": "FREE delivery Wed, Apr 9"}, {"title": "Shoe Glue 30 g, Shoe Glue Sole Repair Instant, for Rubber Soles, Boots, Sneakers, Sandals, Leathers, Handbags and More, Clear, with Anti-Clog Cap, Waterproof", "asin": "B0DCC7ZN8S", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Meuvcol Shoe Glue,100g Super Glue for Shoe Heavy Duty, Clear Shoe Glue Sole Repair Kit, Waterproof Sneaker Glue for Rubber Soles, Boot, Leather, Heels, Tennis, Strong Boot Fix Glue, Insole Adhesive", "asin": "B0D923QJW3", "price": "$8.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "Nanoxa Shoe Glue 35g, Heavy Duty Shoe Glue Sole Repair Kit, Waterproof & Fast Drying Shoe Repair Adhesive for Sole, Sneaker, Leather, Boot, Heel, Sandal, Handbags and More", "asin": "B0DWXL9PFT", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Boot-Fix Shoe Glue \u2013 Professional Grade Shoe Repair Adhesive for Boots, Shoes, & More \u2013 Instant Bond, Clear Drying, Flexible, & Durable \u2013 Perfect for Leather, Rubber, & All Footwear (20g Tube)", "asin": "B00Q3IDN5M", "price": "$12.00", "delivery": "FREE delivery Wed, Apr 9"}, {"title": "LOOCTOT 30g Shoe Glue,Boot Glue,Super Instant Glue for Shoe and Sole Repair,Shoe Heel Repair,Bonding Various Materials Such as Rubber,Leather;Waterproof Clear", "asin": "B0CLRHFGZX", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Shoe Glue Repair Adhesive, Clear Glue Gel for Sole Repair Waterproof Shockproof Quick Dry Super Repair Adhesive for Sneakers Boot Leather Handbags Heels", "asin": "B0BLCB3FY1", "price": "$6.99", "delivery": " Two-Day FREE delivery Tue, Apr 8 Only 14 left in stock - order soon."}, {"title": "Shoe Glue, Professional Grade Flexible Shoe Repair Adhesive - Extra Strong, Clear, Waterproof - Repairs Soles, Heels, Patches Small Holes, Works on Leather, Rubber, Vinyl, Canvas - 20ml x 2 PCS", "asin": "B0DPCD8GGS", "price": "$6.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "Shoes Glue Super Strong Adhesive Clear Repair Sole for Sneakers, Transparent Sealant Waterproof Resistant with Precision Tip Professional Grade for Heels Sports Shoes Climbing Shoes Leather 2oz, 60ml", "asin": "B0B3J5W5GG", "price": "$7.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Meuvcol Shoe Glue,100g Super Glue for Shoe Heavy Duty, Clear Shoe Glue Sole Repair Kit, Waterproof Sneaker Glue for Rubber Soles, Boot, Leather, Heels, Tennis, Strong Boot Fix Glue, Insole Adhesive", "asin": "B0D923QJW3", "price": "$8.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "SHOE GOO Shoe Repair Adhesive, SHOE GOO Clear", "asin": "B00KT3RE5C", "price": "$8.95", "delivery": "FREE delivery Wed, Apr 9"}, {"title": "50g Shoe Glue with Nozzles, Clear Quick Dry Waterproof Shoe Repair Glue Strength Adhesive Super Glue Repair for Boots Sneakers Heels Hiking Shoes Leathers Handbags Sandals Rubber Soles", "asin": "B0CKSGFFLH", "price": "$9.45", "delivery": "FREE delivery Wed, Apr 9"}, {"title": "Clear Shoe Cement, 4oz can (992-04-000)", "asin": "B01H2CP08K", "price": "$14.10", "delivery": "FREE delivery Wed, Apr 9"}, {"title": "Cerca de Shoe Glue Heavy Duty\uff0cShoe Sole Repair Adhesive\uff0cClear, Waterproof, high Strength, Strong Shoe Glue for Sneakers, Leather Shoes, Hiking Shoes, Boots, Sandals, etc. 2 oz.", "asin": "B0D5HY8P8Q", "price": "$15.88", "delivery": "FREE delivery Wed, Apr 9 Only 10 left in stock - order soon."}, {"title": "CVVTSPE Shoe Glue Sole Repair Adhesive, Waterproof Shoe Repair Glue Kit with Shoe Fix Glue for Sneakers Boots Leather Handbags Fix Soles Heels Repair", "asin": "B0CYQ641XG", "price": "$5.99", "delivery": "FREE delivery Sat, Apr 12 for Prime members"}, {"title": "Shoe Glue 30g, Shoe Glue Sole Repair Heavy Duty Instant, Quick Dry & Strong Shoe Adhesive Sole Repair with Anti-Clog Cap, Shoe Glue for Rubber Soles, Boot, Sneaker, Sandals, Leather, Handbags and More", "asin": "B0DJVXNMKW", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Evatage Waterproof Shoe Glue Kit for Sole Repair - Adhesive for Sneakers, Boots, Leather Handbags, Heels Fix", "asin": "B09WMWH3LM", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "CVVTSPE Shoe Glue Sole Repair Adhesive, Waterproof Shoe Repair Glue Kit with Shoe Fix Glue for Sneakers Boots Leather Handbags Fix Soles Heels Repair", "asin": "B0CYQ641XG", "price": "$5.99", "delivery": "FREE delivery Sat, Apr 12 for Prime members"}, {"title": "SAPBOND 25g Cowboy Boots Glue: Waterproof Professional Glue for Muck, Hiking, Suede, Repair Heel, Working Boot Sole", "asin": "B0BXKZN3R1", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "BOOT BOND Boot Glue - Quick Dry Boot Repair Formula Works in Seconds - Tough But Flexible Glue Seal - Waterproof Boot Heel Fix Works On Shoe Heel Repair, Thick Sole Boots, Sneakers, and More", "asin": "B095CQFQHT", "price": "$13.75", "delivery": "FREE delivery Wed, Apr 9"}, {"title": "MOGHEM Shoe Glue Sole Repair Upper Adhesive Clear Waterproof for Bonding Broken Leather Shoes Sneakers Glues Cloth Boots Leather Goods 60ml", "asin": "B0BN86KXSN", "price": "$4.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Nexkayee Shoe Glue, Fast-Drying Shoes Repair Adhesive, Clear Superglue for Repairing Sneakers, Boots, High Heels and Leather, 30g (Pack of 1)", "asin": "B0DGPYM11H", "price": "$4.59", "delivery": "FREE delivery Apr 28 - May 7"}, {"title": "Generic Sole Repair Shoe Glue - Transparent Shoe Glue Adhesive | Waterproof Clear Shoe Repair Glue | Fix Soles Heels Repair Glue | 60ml Boot Heel Fix Glue for Sneakers Boots Leather Handbags, 45g", "asin": "B0D7MJM3CL"}, {"title": "BALORIZ Shoe Glue Sole Repair, Transparent Shoe Glue Repair Adhesive with Sanding Strips and Rubber Bands, Clear Shoe Repair Glue for Repairing Sneaker Shoes, Climbing, Boots, Leather - 60ml", "asin": "B0D1KDM453", "price": "$8.54", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Shoe Glue Sole Repair Adhesive, Waterproof Shoe Repair Glue Kit with Shoe Fix Glue for Sneakers Boots Leather Handbags Fix Soles Heels Repair", "asin": "B0CY2SJZLW", "price": "$4.99", "delivery": "FREE delivery Wed, Apr 9"}, {"title": "Shoe Goo Repair Adhesive for Fixing Worn Shoes or Boots, Clear, 3.7 Ounce (109.4mL), 10 Snip Tip Applicator Tips and Pixiss Spreader Tools Set", "asin": "B084JNRGMD", "price": "$16.99", "delivery": "FREE delivery Wed, Apr 9"}, {"title": "Weglau Shoe Glue Gel Sole Repair Adhesive,Slow Dry Waterproof Shoe Repair Glue Kit with Shoe Fix Glue for Sneakers Boots Leather Handbags Fix Soles Heels Repair - 2.1oz", "asin": "B0CMKZQH5J", "price": "$4.99", "delivery": "FREE delivery Fri, Apr 11 for Prime members"}, {"title": "GEAR AID Shoe Repair Glue, Fix Soles, Heels, and Leather and Rubber Boots with Aquaseal SR, 1 Pack", "asin": "B007UTZXT2", "price": "$11.86", "delivery": "FREE delivery Wed, Apr 9"}, {"title": "SHOE BOND Shoe Glue - Professional Grade, Clear, Waterproof, Quick Drying, Ideal for Hiking Boots, Sneakers, Sandals, and More", "asin": "B095CS87RR", "price": "$13.75", "delivery": "FREE delivery Wed, Apr 9"}, {"title": "GH1200 30g x 2 PCs Shoe Glue Heavy Duty, Clear Drying & Strong Shoe Repair Glue, Non Stiff Repairs, Glue for Shoes Fixes Sneakers, High Heels, Crocs & More, Shoe Sole Glue Can Bear Extreme Conditions", "asin": "B0D57CD4Z7", "price": "$8.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "Jevvu Shoe Glue, Heavy Duty Shoe Goo, Super Shoe Sole Repair Adhesive Kit for Boot, Sneaker, Leather \u2013 Waterproof, Fast Drying, Long-Lasting Bond (Shoe Glue 35g)", "asin": "B0DRCS5H8V", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "SAPBOND Shoe Glue-Slow Dry Sole Repair Adhesive,Professional Grade Strong Waterproof Clear Repair Glue for Sneakers,Boots,Sandals,Leathers,Handbags and More(60mL)", "asin": "B0BFDG35R3", "price": "$9.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "Sole Repair Shoe Glue - Shoe Glue Sole Repair Adhesive | Shoe Glue Sole Repair | Instant Professional Grade Shoe Repair Glue | Waterproof Clear Shoe Repair Glue Kit | Shoe Glue for Fixing Shoes Boots", "asin": "B0DQ4PNMQT", "price": "$6.49", "delivery": "FREE delivery Sat, Apr 12 for Prime members Only 1 left in stock - order soon."}, {"title": "Shoe Glue Sole Repair, Transparent Shoe Adhesive, Shoe Repair Glue for Repairing Shoes, Boots, Leather, etc. (60g, 1pack)", "asin": "B0BL7Y1D5B", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Leather Glue, 60ml Permanent Leather Glue Adhesive - High Strength & Flexible & Waterproof & Clear Leather Repair Glue for Jackets, Purses, Handbags, Sofa, Furniture, Car Seat, Shoes", "asin": "B0DRCTD9H1", "price": "$9.99", "delivery": "FREE delivery Wed, Apr 9"}, {"title": "Fiebing's Leathercraft Cement (32 Oz) - Leather Glue Adhesive - Quick Drying, High Strength, Flexible, Permanent Bonding Leather Repair for Jackets, Shoes, Furniture, Purse - Non-Toxic & Non-Flammable", "asin": "B075KKKS5Z", "price": "$44.45", "delivery": "FREE delivery Fri, Apr 11 for Prime members Only 1 left in stock - order soon."}, {"title": "Super Glue for Shoe Repair,25g,Heavy Duty Shoe Sole Glue,Shoe Adhesive for Boots,Sneakers,Heels,Sports Shoes,Rubber Soles Repair etc,Quick-Dry,Clear,Waterproof,Strong-Bonding,Flexible&Durable", "asin": "B0DP67XF4Y", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Shoe Cleaner Sneaker Kit - Premium Shoe Care & Cleaning Set for Assorted Materials", "asin": "B08CSXXX5M", "price": "$38.88", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "ALECPEA 30g Shoe Glue - Ultimate Strength Adhesive for for Soles Boots Sneakers Heels Hiking Shoes Leather Handbags - Quick Set in 15 Seconds", "asin": "B0CHJMWDGV", "price": "$6.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T18:56:28.564Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click_product</answer_action><answer_argument>B0DNSM7PQQ</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click_product</answer_action><answer_argument>B0DNSM7PQQ</answer_argument>", "index": 1205, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", 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Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Viomis\\nShoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\", \"asin\": \"B0DNSMWQ5G\", \"price\": \"$11.04\", \"quantity\": \"\"},\n {\"title\": \"ALECPEA\\nShoe Glue Sole Repair Kit, Shoe Repair Adhesive, Super Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\", \"asin\": \"B0D968WZC5\", \"price\": \"$5.69\", \"quantity\": \"\"},\n {\"title\": \"Boot-Fix\\nBoot-Fix Shoe Glue \\u2013 Professional Grade Shoe Repair Adhesive for Boots, Shoes, & More \\u2013 Instant Bond, Clear Drying, Flexible, & Durable \\u2013 Perfect for Leather, Rubber, & All Footwear (20g Tube)\", \"asin\": \"B00Q3IDN5M\", \"price\": \"$12.00\", \"quantity\": \"\"},\n {\"title\": \"SAPBOND\\nSAPBOND Shoe Glue-Quick Dry Sole Repair Adhesive,Professional Grade Strong Waterproof Clear Repair Glue for Sneakers, Boots,Sandals,Leathers,Handbags and More\", \"asin\": \"B0BFDG9HCC\", \"price\": \"$6.95\", \"quantity\": \"\"},\n {\"title\": \"Evatage\\nEvatage Waterproof Shoe Glue Kit for Sole Repair - Adhesive for Sneakers, Boots, Leather Handbags, Heels Fix\", \"asin\": \"B09WMWH3LM\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Viomis\\nShoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\", \"asin\": \"B0D96J8QR3\", \"price\": \"$6.79\", \"quantity\": \"\"},\n {\"title\": \"Ardur\\nSuede Shoe Cleaner Kit with Brush \\u2013 Premium Cleaner, Suede Brush, Protector Spray for Shoes, Boots, Sneakers, Uggs \\u2013 Stain Remover & Waterproof Protection\", \"asin\": \"B0D77MLXFX\", \"price\": \"$29.00\", \"quantity\": \"\"},\n {\"title\": \"BNOGRS\\nShoe Care Kit,includes a Medium Horsehair Shoe Brush, a Long-Handled Round Brush, White Shoe Polish, a Black Shoe Polish, a Polishing Cloth, a Shoe Horn, and a Storage Box.\", \"asin\": \"B0DQZG6JN4\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"HuGuWdy\\nBoot Heel Replacement 1 Pair Anti Slip Shoe Grips Shoe Heel Repair Shoe Sole Protector Shoe Repair Kit Shoe Sole Repair Heel Repair Kit For Shoes Rubber Soles For Bottom Of Shoes For Rubber Front Sole\", \"asin\": \"B0DDY9XRHJ\", \"price\": \"$6.98\", \"quantity\": \"\"},\n {\"title\": \"POYCHI\\nInstant Shoe Cleaner- Sneaker Sole Stain Remover- Travel Shoe Cleaner for Tennis, Leather, Whites, Suede & Canvas\", \"asin\": \"B0CT8R2JP3\", \"price\": \"$15.99\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"SHOE BOND Shoe Glue - Professional Grade, Clear, Waterproof, Quick Drying, Ideal for Hiking Boots, Sneakers, Sandals, and More\",\n \"asin\": \"B095CS87RR\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\", \"asin\": \"B0DNSM7PQQ\", \"price\": \"$11.04\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"SAPBOND Shoe Glue-Quick Dry Sole Repair Adhesive,Professional Grade Strong Waterproof Clear Repair Glue for Sneakers, Boots,Sandals,Leathers,Handbags and More\", \"asin\": \"B0BFDG9HCC\", \"price\": \"$6.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"Shoe Glue Sole Repair Kit, Shoe Repair Adhesive, Super Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\", \"asin\": \"B0D968WZC5\", \"price\": \"$5.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"Shoe-Fix Glue Professional Grade Repair Adhesive for All Footwear Instant Bond, Clear Drying, Flexible, & Durable for Heels, Sandals, Boots, Athletic Shoes, & More (20g Tube)\", \"asin\": \"B01G8D69FW\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n {\"title\": \"Shoe Glue Sole Repair Adhesive, Waterproof Clear Shoe Repair Glue Kit for Sneakers Leather Boots Handbags Fix Soles Heels Repair (60mL)\", \"asin\": \"B0B8X3SD4C\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Only 3 left in stock - order soon.\"},\n {\"title\": \"Shoe Glue Sole Repair, Transparent Shoe Glue Repair Adhesive, Waterproof Clear Shoe Repair Glue Kit,Shoe Glue for Sneakers Boots Leather Handbags Fix Soles Heels Repair\", \"asin\": \"B0CL9TN66H\", \"price\": \"$4.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n {\"title\": \"Shoe Glue Sole Repair Kit, Shoe Repair Adhesive, Super Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\", \"asin\": \"B0D968WZC5\", \"price\": \"$5.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"Shoe Glue Sole Repair Adhesive, Waterproof Clear Shoe Repair Glue Kit for Sneakers Leather Boots Handbags Fix Soles Heels Repair (60mL)\", \"asin\": \"B0B8X3SD4C\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Only 3 left in stock - order soon.\"},\n {\"title\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\", \"asin\": \"B0D96J8QR3\", \"price\": \"$6.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"INSOIA Clear Super Glue for Shoe Repair, 20g, Waterproof, Strong, Quick Fix, Bonding Shoe Sole, Boots, Sandals, Sneakers, Leather & Footwear Items\", \"asin\": \"B0DSDC5KTY\", \"price\": \"$5.39\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"ALECPEA 30g Shoe Glue - Ultimate Strength Adhesive for for Soles Boots Sneakers Heels Hiking Shoes Leather Handbags - Quick Set in 15 Seconds\", \"asin\": \"B0CHJMWDGV\", \"price\": \"$6.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"SAPBOND Shoe Glue-Quick Dry Sole Repair Adhesive,Professional Grade Strong Waterproof Clear Repair Glue for Sneakers, Boots,Sandals,Leathers,Handbags and More\", \"asin\": \"B0BFDG9HCC\", \"price\": \"$6.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"20g Instant Shoe Glue - Professional Sole Repair Adhesive, Waterproof & Clear for Soles Boots Sneakers Heels Hiking Shoes Leather Handbags\", \"asin\": \"B0D152VCY9\", \"price\": \"$4.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"SOF SOLE Original Shoe Goo - 3.7 fl oz Tube - Clear Shoe Glue - Repairs Soles, Heels, Patches Small Holes - Bonds on Contact, Dries Within 24 Hrs, Waterproof - Works on Leather, Rubber, Vinyl, Canvas\", \"asin\": \"B002L9AL84\", \"price\": \"$9.89\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n {\"title\": \"Evatage Waterproof Shoe Glue Kit for Sole Repair - Adhesive for Sneakers, Boots, Leather Handbags, Heels Fix\", \"asin\": \"B09WMWH3LM\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"Shoe Glue, Strong, Clear Shoe Repair Glue for Sneakers, Boots, Handbags, Soles, Heels, Works on Leather, Rubber, Canvas, 15ml Tube x 2\", \"asin\": \"B0DSFVRSJK\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"Shoe-Fix Glue Professional Grade Repair Adhesive for All Footwear Instant Bond, Clear Drying, Flexible, & Durable for Heels, Sandals, Boots, Athletic Shoes, & More (20g Tube)\", \"asin\": \"B01G8D69FW\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n {\"title\": \"Boot-Fix Shoe Glue \\u2013 Professional Grade Shoe Repair Adhesive for Boots, Shoes, & More \\u2013 Instant Bond, Clear Drying, Flexible, & Durable \\u2013 Perfect for Leather, Rubber, & All Footwear (20g Tube)\", \"asin\": \"B00Q3IDN5M\", \"price\": \"$12.00\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n {\"title\": \"Viomis 30g Shoe Glue - Instant Shoe Glue Sole Repair, Professional Grade Super Shoe Fix Adhesive, Clear Waterproof Quick Dry Shoe Glue for Soles Boots Sneakers Heels Hiking Shoes Leather Handbags\", \"asin\": \"B0CDG3RB41\", \"price\": \"$5.03\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n {\"title\": \"20g Shoe Glue - Instant Shoe Glue Sole Repair, Professional Grade Super Shoe Fix Adhesive, Clear Waterproof Quick Dry Shoe Glue for Soles Boots Sneakers Heels Hiking Shoes Leather Handbags\", \"asin\": \"B0CLPWN1C3\", \"price\": \"$5.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Y\\u2019allCanDiy Super Glue for Shoe. Heavy Duty Shoe Adhesive for Shoe Sole Repair and Applicable as Waterproof Boot Shoe Repair Glue. Cyanoacrylate Based CA Glue for Rubber Soles\", \"asin\": \"B0CZWS3Q1B\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"NORSHIRE Shoe Glue Sole Adhesive for Fixing Worn Shoes or Boots, Quick Dry Boot Glue for Sneaker Waterproof Sole Repair Adhesive Instant Fixing Glue for Worn Shoe Leather Handbags Heels Repair\\uff0cClear\", \"asin\": \"B0CSFZVV33\", \"price\": \"$4.97\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n {\"title\": \"Shoe Glue 30 g, Shoe Glue Sole Repair Instant, for Rubber Soles, Boots, Sneakers, Sandals, Leathers, Handbags and More, Clear, with Anti-Clog Cap, Waterproof\", \"asin\": \"B0DCC7ZN8S\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Meuvcol Shoe Glue,100g Super Glue for Shoe Heavy Duty, Clear Shoe Glue Sole Repair Kit, Waterproof Sneaker Glue for Rubber Soles, Boot, Leather, Heels, Tennis, Strong Boot Fix Glue, Insole Adhesive\", \"asin\": \"B0D923QJW3\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"Nanoxa Shoe Glue 35g, Heavy Duty Shoe Glue Sole Repair Kit, Waterproof & Fast Drying Shoe Repair Adhesive for Sole, Sneaker, Leather, Boot, Heel, Sandal, Handbags and More\", \"asin\": \"B0DWXL9PFT\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"Boot-Fix Shoe Glue \\u2013 Professional Grade Shoe Repair Adhesive for Boots, Shoes, & More \\u2013 Instant Bond, Clear Drying, Flexible, & Durable \\u2013 Perfect for Leather, Rubber, & All Footwear (20g Tube)\", \"asin\": \"B00Q3IDN5M\", \"price\": \"$12.00\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n {\"title\": \"LOOCTOT 30g Shoe Glue,Boot Glue,Super Instant Glue for Shoe and Sole Repair,Shoe Heel Repair,Bonding Various Materials Such as Rubber,Leather;Waterproof Clear\", \"asin\": \"B0CLRHFGZX\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Shoe Glue Repair Adhesive, Clear Glue Gel for Sole Repair Waterproof Shockproof Quick Dry Super Repair Adhesive for Sneakers Boot Leather Handbags Heels\", \"asin\": \"B0BLCB3FY1\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 14 left in stock - order soon.\"},\n {\"title\": \"Shoe Glue, Professional Grade Flexible Shoe Repair Adhesive - Extra Strong, Clear, Waterproof - Repairs Soles, Heels, Patches Small Holes, Works on Leather, Rubber, Vinyl, Canvas - 20ml x 2 PCS\", \"asin\": \"B0DPCD8GGS\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"Shoes Glue Super Strong Adhesive Clear Repair Sole for Sneakers, Transparent Sealant Waterproof Resistant with Precision Tip Professional Grade for Heels Sports Shoes Climbing Shoes Leather 2oz, 60ml\", \"asin\": \"B0B3J5W5GG\", \"price\": \"$7.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Meuvcol Shoe Glue,100g Super Glue for Shoe Heavy Duty, Clear Shoe Glue Sole Repair Kit, Waterproof Sneaker Glue for Rubber Soles, Boot, Leather, Heels, Tennis, Strong Boot Fix Glue, Insole Adhesive\", \"asin\": \"B0D923QJW3\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"SHOE GOO Shoe Repair Adhesive, SHOE GOO Clear\", \"asin\": \"B00KT3RE5C\", \"price\": \"$8.95\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n {\"title\": \"50g Shoe Glue with Nozzles, Clear Quick Dry Waterproof Shoe Repair Glue Strength Adhesive Super Glue Repair for Boots Sneakers Heels Hiking Shoes Leathers Handbags Sandals Rubber Soles\", \"asin\": \"B0CKSGFFLH\", \"price\": \"$9.45\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n {\"title\": \"Clear Shoe Cement, 4oz can (992-04-000)\", \"asin\": \"B01H2CP08K\", \"price\": \"$14.10\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n {\"title\": \"Cerca de Shoe Glue Heavy Duty\\uff0cShoe Sole Repair Adhesive\\uff0cClear, Waterproof, high Strength, Strong Shoe Glue for Sneakers, Leather Shoes, Hiking Shoes, Boots, Sandals, etc. 2 oz.\", \"asin\": \"B0D5HY8P8Q\", \"price\": \"$15.88\", \"delivery\": \"FREE delivery Wed, Apr 9 Only 10 left in stock - order soon.\"},\n {\"title\": \"CVVTSPE Shoe Glue Sole Repair Adhesive, Waterproof Shoe Repair Glue Kit with Shoe Fix Glue for Sneakers Boots Leather Handbags Fix Soles Heels Repair\", \"asin\": \"B0CYQ641XG\", \"price\": \"$5.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n {\"title\": \"Shoe Glue 30g, Shoe Glue Sole Repair Heavy Duty Instant, Quick Dry & Strong Shoe Adhesive Sole Repair with Anti-Clog Cap, Shoe Glue for Rubber Soles, Boot, Sneaker, Sandals, Leather, Handbags and More\", \"asin\": \"B0DJVXNMKW\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Evatage Waterproof Shoe Glue Kit for Sole Repair - Adhesive for Sneakers, Boots, Leather Handbags, Heels Fix\", \"asin\": \"B09WMWH3LM\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"CVVTSPE Shoe Glue Sole Repair Adhesive, Waterproof Shoe Repair Glue Kit with Shoe Fix Glue for Sneakers Boots Leather Handbags Fix Soles Heels Repair\", \"asin\": \"B0CYQ641XG\", \"price\": \"$5.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n {\"title\": \"SAPBOND 25g Cowboy Boots Glue: Waterproof Professional Glue for Muck, Hiking, Suede, Repair Heel, Working Boot Sole\", \"asin\": \"B0BXKZN3R1\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"BOOT BOND Boot Glue - Quick Dry Boot Repair Formula Works in Seconds - Tough But Flexible Glue Seal - Waterproof Boot Heel Fix Works On Shoe Heel Repair, Thick Sole Boots, Sneakers, and More\", \"asin\": \"B095CQFQHT\", \"price\": \"$13.75\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n {\"title\": \"MOGHEM Shoe Glue Sole Repair Upper Adhesive Clear Waterproof for Bonding Broken Leather Shoes Sneakers Glues Cloth Boots Leather Goods 60ml\", \"asin\": \"B0BN86KXSN\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"Nexkayee Shoe Glue, Fast-Drying Shoes Repair Adhesive, Clear Superglue for Repairing Sneakers, Boots, High Heels and Leather, 30g (Pack of 1)\", \"asin\": \"B0DGPYM11H\", \"price\": \"$4.59\", \"delivery\": \"FREE delivery Apr 28 - May 7\"},\n {\"title\": \"Generic Sole Repair Shoe Glue - Transparent Shoe Glue Adhesive | Waterproof Clear Shoe Repair Glue | Fix Soles Heels Repair Glue | 60ml Boot Heel Fix Glue for Sneakers Boots Leather Handbags, 45g\", \"asin\": \"B0D7MJM3CL\"},\n {\"title\": \"BALORIZ Shoe Glue Sole Repair, Transparent Shoe Glue Repair Adhesive with Sanding Strips and Rubber Bands, Clear Shoe Repair Glue for Repairing Sneaker Shoes, Climbing, Boots, Leather - 60ml\", \"asin\": \"B0D1KDM453\", \"price\": \"$8.54\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"Shoe Glue Sole Repair Adhesive, Waterproof Shoe Repair Glue Kit with Shoe Fix Glue for Sneakers Boots Leather Handbags Fix Soles Heels Repair\", \"asin\": \"B0CY2SJZLW\", \"price\": \"$4.99\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n {\"title\": \"Shoe Goo Repair Adhesive for Fixing Worn Shoes or Boots, Clear, 3.7 Ounce (109.4mL), 10 Snip Tip Applicator Tips and Pixiss Spreader Tools Set\", \"asin\": \"B084JNRGMD\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n {\"title\": \"Weglau Shoe Glue Gel Sole Repair Adhesive,Slow Dry Waterproof Shoe Repair Glue Kit with Shoe Fix Glue for Sneakers Boots Leather Handbags Fix Soles Heels Repair - 2.1oz\", \"asin\": \"B0CMKZQH5J\", \"price\": \"$4.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n {\"title\": \"GEAR AID Shoe Repair Glue, Fix Soles, Heels, and Leather and Rubber Boots with Aquaseal SR, 1 Pack\", \"asin\": \"B007UTZXT2\", \"price\": \"$11.86\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n {\"title\": \"SHOE BOND Shoe Glue - Professional Grade, Clear, Waterproof, Quick Drying, Ideal for Hiking Boots, Sneakers, Sandals, and More\", \"asin\": \"B095CS87RR\", \"price\": \"$13.75\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n {\"title\": \"GH1200 30g x 2 PCs Shoe Glue Heavy Duty, Clear Drying & Strong Shoe Repair Glue, Non Stiff Repairs, Glue for Shoes Fixes Sneakers, High Heels, Crocs & More, Shoe Sole Glue Can Bear Extreme Conditions\", \"asin\": \"B0D57CD4Z7\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"Jevvu Shoe Glue, Heavy Duty Shoe Goo, Super Shoe Sole Repair Adhesive Kit for Boot, Sneaker, Leather \\u2013 Waterproof, Fast Drying, Long-Lasting Bond (Shoe Glue 35g)\", \"asin\": \"B0DRCS5H8V\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"SAPBOND Shoe Glue-Slow Dry Sole Repair Adhesive,Professional Grade Strong Waterproof Clear Repair Glue for Sneakers,Boots,Sandals,Leathers,Handbags and More(60mL)\", \"asin\": \"B0BFDG35R3\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"Sole Repair Shoe Glue - Shoe Glue Sole Repair Adhesive | Shoe Glue Sole Repair | Instant Professional Grade Shoe Repair Glue | Waterproof Clear Shoe Repair Glue Kit | Shoe Glue for Fixing Shoes Boots\", \"asin\": \"B0DQ4PNMQT\", \"price\": \"$6.49\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members Only 1 left in stock - order soon.\"},\n {\"title\": \"Shoe Glue Sole Repair, Transparent Shoe Adhesive, Shoe Repair Glue for Repairing Shoes, Boots, Leather, etc. (60g, 1pack)\", \"asin\": \"B0BL7Y1D5B\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Leather Glue, 60ml Permanent Leather Glue Adhesive - High Strength & Flexible & Waterproof & Clear Leather Repair Glue for Jackets, Purses, Handbags, Sofa, Furniture, Car Seat, Shoes\", \"asin\": \"B0DRCTD9H1\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n {\"title\": \"Fiebing's Leathercraft Cement (32 Oz) - Leather Glue Adhesive - Quick Drying, High Strength, Flexible, Permanent Bonding Leather Repair for Jackets, Shoes, Furniture, Purse - Non-Toxic & Non-Flammable\", \"asin\": \"B075KKKS5Z\", \"price\": \"$44.45\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members Only 1 left in stock - order soon.\"},\n {\"title\": \"Super Glue for Shoe Repair,25g,Heavy Duty Shoe Sole Glue,Shoe Adhesive for Boots,Sneakers,Heels,Sports Shoes,Rubber Soles Repair etc,Quick-Dry,Clear,Waterproof,Strong-Bonding,Flexible&Durable\", \"asin\": \"B0DP67XF4Y\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Shoe Cleaner Sneaker Kit - Premium Shoe Care & Cleaning Set for Assorted Materials\", \"asin\": \"B08CSXXX5M\", \"price\": \"$38.88\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n {\"title\": \"ALECPEA 30g Shoe Glue - Ultimate Strength Adhesive for for Soles Boots Sneakers Heels Hiking Shoes Leather Handbags - Quick Set in 15 Seconds\", \"asin\": \"B0CHJMWDGV\", \"price\": \"$6.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T18:56:28.564Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"\n},\n {\n \"price\": \"$11.04\"\n},\n {\n \"bullet_list\": \"Professional Grade Shoe Glue : Our shoe repair glue is a heavy-duty, waterproof adhesive designed for all types of footwear. This shoe glue sole repair kit bonds effectively with leather, vinyl, rubber, canvas, and more, making it the perfect glue for shoes repair Precision Application and Easy to Use : The shoe glue repair adhesive comes with a precision tip for accurate application. The soft tube design allows for easy squeezing and perfect control. Our shoe sole glue kit includes 2x 120ml glue, 2 glue applicators, 4 piece of sandpaper, and 4 rubber bands for easy and efficient repairs Strong and Durable Bond : This shoes glue provides a flexible yet strong bond that resists heat, cold, and moisture. Initial drying takes 2-5 minutes, with full curing in 24-48 hours for maximum strength and waterproof effect. One bottle can repair more than 20 pairs of shoes Wide Application : Our shoe glue heavy duty formula is perfect for repairing sneakers, boots, leather shoes, sports shoes, hiking boots, sandals, high heels, and more. It's also great for leather bags, belts, and other crafts, truly a versatile glue for shoes Safe and Reliable : This shoe repair glue won't damage your shoes or harm your health. For best results, clean the surface, apply the glue, press firmly, and allow 24 hours for complete curing. Use a hair dryer for 30 seconds to accelerate initial bonding\"\n},\n {\n \"asin\": \"B0DNSM7PQQ\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"120ML/1Pack\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T18:56:36.947Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T18:56:36.947Z
click
product_option
rule
2025-04-06T18:56:36.947Z
train
1,206
2025-04-06T18:56:36.947Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "title": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels" }, { "price": "$11.04" }, { "bullet_list": "Professional Grade Shoe Glue : Our shoe repair glue is a heavy-duty, waterproof adhesive designed for all types of footwear. This shoe glue sole repair kit bonds effectively with leather, vinyl, rubber, canvas, and more, making it the perfect glue for shoes repair Precision Application and Easy to Use : The shoe glue repair adhesive comes with a precision tip for accurate application. The soft tube design allows for easy squeezing and perfect control. Our shoe sole glue kit includes 2x 120ml glue, 2 glue applicators, 4 piece of sandpaper, and 4 rubber bands for easy and efficient repairs Strong and Durable Bond : This shoes glue provides a flexible yet strong bond that resists heat, cold, and moisture. Initial drying takes 2-5 minutes, with full curing in 24-48 hours for maximum strength and waterproof effect. One bottle can repair more than 20 pairs of shoes Wide Application : Our shoe glue heavy duty formula is perfect for repairing sneakers, boots, leather shoes, sports shoes, hiking boots, sandals, high heels, and more. It's also great for leather bags, belts, and other crafts, truly a versatile glue for shoes Safe and Reliable : This shoe repair glue won't damage your shoes or harm your health. For best results, clean the surface, apply the glue, press firmly, and allow 24 hours for complete curing. Use a hair dryer for 30 seconds to accelerate initial bonding" }, { "asin": "B0DNSM7PQQ" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Color": "120ML/1Pack" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T18:56:36.947Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 1206, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"\n},\n {\n \"price\": \"$11.04\"\n},\n {\n \"bullet_list\": \"Professional Grade Shoe Glue : Our shoe repair glue is a heavy-duty, waterproof adhesive designed for all types of footwear. This shoe glue sole repair kit bonds effectively with leather, vinyl, rubber, canvas, and more, making it the perfect glue for shoes repair Precision Application and Easy to Use : The shoe glue repair adhesive comes with a precision tip for accurate application. The soft tube design allows for easy squeezing and perfect control. Our shoe sole glue kit includes 2x 120ml glue, 2 glue applicators, 4 piece of sandpaper, and 4 rubber bands for easy and efficient repairs Strong and Durable Bond : This shoes glue provides a flexible yet strong bond that resists heat, cold, and moisture. Initial drying takes 2-5 minutes, with full curing in 24-48 hours for maximum strength and waterproof effect. One bottle can repair more than 20 pairs of shoes Wide Application : Our shoe glue heavy duty formula is perfect for repairing sneakers, boots, leather shoes, sports shoes, hiking boots, sandals, high heels, and more. It's also great for leather bags, belts, and other crafts, truly a versatile glue for shoes Safe and Reliable : This shoe repair glue won't damage your shoes or harm your health. For best results, clean the surface, apply the glue, press firmly, and allow 24 hours for complete curing. Use a hair dryer for 30 seconds to accelerate initial bonding\"\n},\n {\n \"asin\": \"B0DNSM7PQQ\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"120ML/1Pack\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T18:56:36.947Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"\n},\n {\n \"price\": \"$7.64\"\n},\n {\n \"bullet_list\": \"Professional Grade Shoe Glue : Our shoe repair glue is a heavy-duty, waterproof adhesive designed for all types of footwear. This shoe glue sole repair kit bonds effectively with leather, vinyl, rubber, canvas, and more, making it the perfect glue for shoes repair Precision Application and Easy to Use : The shoe glue repair adhesive comes with a precision tip for accurate application. The soft tube design allows for easy squeezing and perfect control. Our shoe sole glue kit includes 1x 120ml glue, 1 glue applicators, 2 piece of sandpaper, and 2 rubber bands for easy and efficient repairs Strong and Durable Bond : This shoes glue provides a flexible yet strong bond that resists heat, cold, and moisture. Initial drying takes 2-5 minutes, with full curing in 24-48 hours for maximum strength and waterproof effect. One bottle can repair more than 20 pairs of shoes Wide Application : Our shoe glue heavy duty formula is perfect for repairing sneakers, boots, leather shoes, sports shoes, hiking boots, sandals, high heels, and more. It's also great for leather bags, belts, and other crafts, truly a versatile glue for shoes Safe and Reliable : This shoe repair glue won't damage your shoes or harm your health. For best results, clean the surface, apply the glue, press firmly, and allow 24 hours for complete curing. Use a hair dryer for 30 seconds to accelerate initial bonding\"\n},\n {\n \"asin\": \"B0DP45VDHL\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"15ML/3Pack\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T18:57:01.381Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T18:57:01.381Z
click
product_option
rule
2025-04-06T18:57:01.381Z
train
1,207
2025-04-06T18:57:01.381Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "title": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels" }, { "price": "$7.64" }, { "bullet_list": "Professional Grade Shoe Glue : Our shoe repair glue is a heavy-duty, waterproof adhesive designed for all types of footwear. This shoe glue sole repair kit bonds effectively with leather, vinyl, rubber, canvas, and more, making it the perfect glue for shoes repair Precision Application and Easy to Use : The shoe glue repair adhesive comes with a precision tip for accurate application. The soft tube design allows for easy squeezing and perfect control. Our shoe sole glue kit includes 1x 120ml glue, 1 glue applicators, 2 piece of sandpaper, and 2 rubber bands for easy and efficient repairs Strong and Durable Bond : This shoes glue provides a flexible yet strong bond that resists heat, cold, and moisture. Initial drying takes 2-5 minutes, with full curing in 24-48 hours for maximum strength and waterproof effect. One bottle can repair more than 20 pairs of shoes Wide Application : Our shoe glue heavy duty formula is perfect for repairing sneakers, boots, leather shoes, sports shoes, hiking boots, sandals, high heels, and more. It's also great for leather bags, belts, and other crafts, truly a versatile glue for shoes Safe and Reliable : This shoe repair glue won't damage your shoes or harm your health. For best results, clean the surface, apply the glue, press firmly, and allow 24 hours for complete curing. Use a hair dryer for 30 seconds to accelerate initial bonding" }, { "asin": "B0DP45VDHL" } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1" } ], "product_options": [ { "Color": "15ML/3Pack" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T18:57:01.381Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 1207, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"\n},\n {\n \"price\": \"$7.64\"\n},\n {\n \"bullet_list\": \"Professional Grade Shoe Glue : Our shoe repair glue is a heavy-duty, waterproof adhesive designed for all types of footwear. This shoe glue sole repair kit bonds effectively with leather, vinyl, rubber, canvas, and more, making it the perfect glue for shoes repair Precision Application and Easy to Use : The shoe glue repair adhesive comes with a precision tip for accurate application. The soft tube design allows for easy squeezing and perfect control. Our shoe sole glue kit includes 1x 120ml glue, 1 glue applicators, 2 piece of sandpaper, and 2 rubber bands for easy and efficient repairs Strong and Durable Bond : This shoes glue provides a flexible yet strong bond that resists heat, cold, and moisture. Initial drying takes 2-5 minutes, with full curing in 24-48 hours for maximum strength and waterproof effect. One bottle can repair more than 20 pairs of shoes Wide Application : Our shoe glue heavy duty formula is perfect for repairing sneakers, boots, leather shoes, sports shoes, hiking boots, sandals, high heels, and more. It's also great for leather bags, belts, and other crafts, truly a versatile glue for shoes Safe and Reliable : This shoe repair glue won't damage your shoes or harm your health. For best results, clean the surface, apply the glue, press firmly, and allow 24 hours for complete curing. Use a hair dryer for 30 seconds to accelerate initial bonding\"\n},\n {\n \"asin\": \"B0DP45VDHL\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"15ML/3Pack\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T18:57:01.381Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"\n},\n {\n \"price\": \"$5.94\"\n},\n {\n \"bullet_list\": \"Professional Grade Shoe Glue : Our shoe repair glue is a heavy-duty, waterproof adhesive designed for all types of footwear. This shoe glue sole repair kit bonds effectively with leather, vinyl, rubber, canvas, and more, making it the perfect glue for shoes repair Precision Application and Easy to Use : The shoe glue repair adhesive comes with a precision tip for accurate application. The soft tube design allows for easy squeezing and perfect control. Our shoe sole glue kit includes 3x 15ml glue, 1 glue applicators, 2 piece of sandpaper, and 2 rubber bands for easy and efficient repairs Strong and Durable Bond : This shoes glue provides a flexible yet strong bond that resists heat, cold, and moisture. Initial drying takes 2-5 minutes, with full curing in 24-48 hours for maximum strength and waterproof effect. One bottle can repair more than 20 pairs of shoes Wide Application : Our shoe glue heavy duty formula is perfect for repairing sneakers, boots, leather shoes, sports shoes, hiking boots, sandals, high heels, and more. It's also great for leather bags, belts, and other crafts, truly a versatile glue for shoes Safe and Reliable : This shoe repair glue won't damage your shoes or harm your health. For best results, clean the surface, apply the glue, press firmly, and allow 24 hours for complete curing. Use a hair dryer for 30 seconds to accelerate initial bonding\"\n},\n {\n \"asin\": \"B0DP46K526\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"15ml/2pack\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T18:57:13.479Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T18:57:13.479Z
click
product_option
rule
2025-04-06T18:57:13.479Z
train
1,208
2025-04-06T18:57:13.479Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "title": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels" }, { "price": "$5.94" }, { "bullet_list": "Professional Grade Shoe Glue : Our shoe repair glue is a heavy-duty, waterproof adhesive designed for all types of footwear. This shoe glue sole repair kit bonds effectively with leather, vinyl, rubber, canvas, and more, making it the perfect glue for shoes repair Precision Application and Easy to Use : The shoe glue repair adhesive comes with a precision tip for accurate application. The soft tube design allows for easy squeezing and perfect control. Our shoe sole glue kit includes 3x 15ml glue, 1 glue applicators, 2 piece of sandpaper, and 2 rubber bands for easy and efficient repairs Strong and Durable Bond : This shoes glue provides a flexible yet strong bond that resists heat, cold, and moisture. Initial drying takes 2-5 minutes, with full curing in 24-48 hours for maximum strength and waterproof effect. One bottle can repair more than 20 pairs of shoes Wide Application : Our shoe glue heavy duty formula is perfect for repairing sneakers, boots, leather shoes, sports shoes, hiking boots, sandals, high heels, and more. It's also great for leather bags, belts, and other crafts, truly a versatile glue for shoes Safe and Reliable : This shoe repair glue won't damage your shoes or harm your health. For best results, clean the surface, apply the glue, press firmly, and allow 24 hours for complete curing. Use a hair dryer for 30 seconds to accelerate initial bonding" }, { "asin": "B0DP46K526" } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1" } ], "product_options": [ { "Color": "15ml/2pack" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T18:57:13.479Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 1208, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"\n},\n {\n \"price\": \"$5.94\"\n},\n {\n \"bullet_list\": \"Professional Grade Shoe Glue : Our shoe repair glue is a heavy-duty, waterproof adhesive designed for all types of footwear. This shoe glue sole repair kit bonds effectively with leather, vinyl, rubber, canvas, and more, making it the perfect glue for shoes repair Precision Application and Easy to Use : The shoe glue repair adhesive comes with a precision tip for accurate application. The soft tube design allows for easy squeezing and perfect control. Our shoe sole glue kit includes 3x 15ml glue, 1 glue applicators, 2 piece of sandpaper, and 2 rubber bands for easy and efficient repairs Strong and Durable Bond : This shoes glue provides a flexible yet strong bond that resists heat, cold, and moisture. Initial drying takes 2-5 minutes, with full curing in 24-48 hours for maximum strength and waterproof effect. One bottle can repair more than 20 pairs of shoes Wide Application : Our shoe glue heavy duty formula is perfect for repairing sneakers, boots, leather shoes, sports shoes, hiking boots, sandals, high heels, and more. It's also great for leather bags, belts, and other crafts, truly a versatile glue for shoes Safe and Reliable : This shoe repair glue won't damage your shoes or harm your health. For best results, clean the surface, apply the glue, press firmly, and allow 24 hours for complete curing. Use a hair dryer for 30 seconds to accelerate initial bonding\"\n},\n {\n \"asin\": \"B0DP46K526\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"15ml/2pack\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T18:57:13.479Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"\n},\n {\n \"price\": \"$5.94\"\n},\n {\n \"bullet_list\": \"Professional Grade Shoe Glue : Our shoe repair glue is a heavy-duty, waterproof adhesive designed for all types of footwear. This shoe glue sole repair kit bonds effectively with leather, vinyl, rubber, canvas, and more, making it the perfect glue for shoes repair Precision Application and Easy to Use : The shoe glue repair adhesive comes with a precision tip for accurate application. The soft tube design allows for easy squeezing and perfect control. Our shoe sole glue kit includes 3x 15ml glue, 1 glue applicators, 2 piece of sandpaper, and 2 rubber bands for easy and efficient repairs Strong and Durable Bond : This shoes glue provides a flexible yet strong bond that resists heat, cold, and moisture. Initial drying takes 2-5 minutes, with full curing in 24-48 hours for maximum strength and waterproof effect. One bottle can repair more than 20 pairs of shoes Wide Application : Our shoe glue heavy duty formula is perfect for repairing sneakers, boots, leather shoes, sports shoes, hiking boots, sandals, high heels, and more. It's also great for leather bags, belts, and other crafts, truly a versatile glue for shoes Safe and Reliable : This shoe repair glue won't damage your shoes or harm your health. For best results, clean the surface, apply the glue, press firmly, and allow 24 hours for complete curing. Use a hair dryer for 30 seconds to accelerate initial bonding\"\n},\n {\n \"asin\": \"B0DP46K526\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"15ML/3Pack\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T18:57:17.349Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T18:57:17.349Z
click
product_option
rule
2025-04-06T18:57:17.349Z
train
1,209
2025-04-06T18:57:17.349Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "title": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels" }, { "price": "$5.94" }, { "bullet_list": "Professional Grade Shoe Glue : Our shoe repair glue is a heavy-duty, waterproof adhesive designed for all types of footwear. This shoe glue sole repair kit bonds effectively with leather, vinyl, rubber, canvas, and more, making it the perfect glue for shoes repair Precision Application and Easy to Use : The shoe glue repair adhesive comes with a precision tip for accurate application. The soft tube design allows for easy squeezing and perfect control. Our shoe sole glue kit includes 3x 15ml glue, 1 glue applicators, 2 piece of sandpaper, and 2 rubber bands for easy and efficient repairs Strong and Durable Bond : This shoes glue provides a flexible yet strong bond that resists heat, cold, and moisture. Initial drying takes 2-5 minutes, with full curing in 24-48 hours for maximum strength and waterproof effect. One bottle can repair more than 20 pairs of shoes Wide Application : Our shoe glue heavy duty formula is perfect for repairing sneakers, boots, leather shoes, sports shoes, hiking boots, sandals, high heels, and more. It's also great for leather bags, belts, and other crafts, truly a versatile glue for shoes Safe and Reliable : This shoe repair glue won't damage your shoes or harm your health. For best results, clean the surface, apply the glue, press firmly, and allow 24 hours for complete curing. Use a hair dryer for 30 seconds to accelerate initial bonding" }, { "asin": "B0DP46K526" } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1" } ], "product_options": [ { "Color": "15ML/3Pack" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T18:57:17.349Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 1209, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"\n},\n {\n \"price\": \"$5.94\"\n},\n {\n \"bullet_list\": \"Professional Grade Shoe Glue : Our shoe repair glue is a heavy-duty, waterproof adhesive designed for all types of footwear. This shoe glue sole repair kit bonds effectively with leather, vinyl, rubber, canvas, and more, making it the perfect glue for shoes repair Precision Application and Easy to Use : The shoe glue repair adhesive comes with a precision tip for accurate application. The soft tube design allows for easy squeezing and perfect control. Our shoe sole glue kit includes 3x 15ml glue, 1 glue applicators, 2 piece of sandpaper, and 2 rubber bands for easy and efficient repairs Strong and Durable Bond : This shoes glue provides a flexible yet strong bond that resists heat, cold, and moisture. Initial drying takes 2-5 minutes, with full curing in 24-48 hours for maximum strength and waterproof effect. One bottle can repair more than 20 pairs of shoes Wide Application : Our shoe glue heavy duty formula is perfect for repairing sneakers, boots, leather shoes, sports shoes, hiking boots, sandals, high heels, and more. It's also great for leather bags, belts, and other crafts, truly a versatile glue for shoes Safe and Reliable : This shoe repair glue won't damage your shoes or harm your health. For best results, clean the surface, apply the glue, press firmly, and allow 24 hours for complete curing. Use a hair dryer for 30 seconds to accelerate initial bonding\"\n},\n {\n \"asin\": \"B0DP46K526\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"15ML/3Pack\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T18:57:17.349Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"\n},\n {\n \"price\": \"$5.94\"\n},\n {\n \"bullet_list\": \"Professional Grade Shoe Glue : Our shoe repair glue is a heavy-duty, waterproof adhesive designed for all types of footwear. This shoe glue sole repair kit bonds effectively with leather, vinyl, rubber, canvas, and more, making it the perfect glue for shoes repair Precision Application and Easy to Use : The shoe glue repair adhesive comes with a precision tip for accurate application. The soft tube design allows for easy squeezing and perfect control. Our shoe sole glue kit includes 3x 15ml glue, 1 glue applicators, 2 piece of sandpaper, and 2 rubber bands for easy and efficient repairs Strong and Durable Bond : This shoes glue provides a flexible yet strong bond that resists heat, cold, and moisture. Initial drying takes 2-5 minutes, with full curing in 24-48 hours for maximum strength and waterproof effect. One bottle can repair more than 20 pairs of shoes Wide Application : Our shoe glue heavy duty formula is perfect for repairing sneakers, boots, leather shoes, sports shoes, hiking boots, sandals, high heels, and more. It's also great for leather bags, belts, and other crafts, truly a versatile glue for shoes Safe and Reliable : This shoe repair glue won't damage your shoes or harm your health. For best results, clean the surface, apply the glue, press firmly, and allow 24 hours for complete curing. Use a hair dryer for 30 seconds to accelerate initial bonding\"\n},\n {\n \"asin\": \"B0DP46K526\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"15ml/2pack\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T18:57:31.023Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T18:57:31.023Z
click
product_option
rule
2025-04-06T18:57:31.023Z
train
1,210
2025-04-06T18:57:31.023Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "title": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels" }, { "price": "$5.94" }, { "bullet_list": "Professional Grade Shoe Glue : Our shoe repair glue is a heavy-duty, waterproof adhesive designed for all types of footwear. This shoe glue sole repair kit bonds effectively with leather, vinyl, rubber, canvas, and more, making it the perfect glue for shoes repair Precision Application and Easy to Use : The shoe glue repair adhesive comes with a precision tip for accurate application. The soft tube design allows for easy squeezing and perfect control. Our shoe sole glue kit includes 3x 15ml glue, 1 glue applicators, 2 piece of sandpaper, and 2 rubber bands for easy and efficient repairs Strong and Durable Bond : This shoes glue provides a flexible yet strong bond that resists heat, cold, and moisture. Initial drying takes 2-5 minutes, with full curing in 24-48 hours for maximum strength and waterproof effect. One bottle can repair more than 20 pairs of shoes Wide Application : Our shoe glue heavy duty formula is perfect for repairing sneakers, boots, leather shoes, sports shoes, hiking boots, sandals, high heels, and more. It's also great for leather bags, belts, and other crafts, truly a versatile glue for shoes Safe and Reliable : This shoe repair glue won't damage your shoes or harm your health. For best results, clean the surface, apply the glue, press firmly, and allow 24 hours for complete curing. Use a hair dryer for 30 seconds to accelerate initial bonding" }, { "asin": "B0DP46K526" } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1" } ], "product_options": [ { "Color": "15ml/2pack" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T18:57:31.023Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 1210, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", 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This shoe glue sole repair kit bonds effectively with leather, vinyl, rubber, canvas, and more, making it the perfect glue for shoes repair Precision Application and Easy to Use : The shoe glue repair adhesive comes with a precision tip for accurate application. The soft tube design allows for easy squeezing and perfect control. Our shoe sole glue kit includes 3x 15ml glue, 1 glue applicators, 2 piece of sandpaper, and 2 rubber bands for easy and efficient repairs Strong and Durable Bond : This shoes glue provides a flexible yet strong bond that resists heat, cold, and moisture. Initial drying takes 2-5 minutes, with full curing in 24-48 hours for maximum strength and waterproof effect. One bottle can repair more than 20 pairs of shoes Wide Application : Our shoe glue heavy duty formula is perfect for repairing sneakers, boots, leather shoes, sports shoes, hiking boots, sandals, high heels, and more. It's also great for leather bags, belts, and other crafts, truly a versatile glue for shoes Safe and Reliable : This shoe repair glue won't damage your shoes or harm your health. For best results, clean the surface, apply the glue, press firmly, and allow 24 hours for complete curing. Use a hair dryer for 30 seconds to accelerate initial bonding\"\n},\n {\n \"asin\": \"B0DP46K526\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"15ml/2pack\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T18:57:31.023Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"\n},\n {\n \"price\": \"$5.09\"\n},\n {\n \"bullet_list\": \"Professional Grade Shoe Glue : Our shoe repair glue is a heavy-duty, waterproof adhesive designed for all types of footwear. This shoe glue sole repair kit bonds effectively with leather, vinyl, rubber, canvas, and more, making it the perfect glue for shoes repair Precision Application and Easy to Use : The shoe glue repair adhesive comes with a precision tip for accurate application. The soft tube design allows for easy squeezing and perfect control. Our shoe sole glue kit includes 2x 15ml glue, 1 glue applicators, 2 piece of sandpaper, and 2 rubber bands for easy and efficient repairs Strong and Durable Bond : This shoes glue provides a flexible yet strong bond that resists heat, cold, and moisture. Initial drying takes 2-5 minutes, with full curing in 24-48 hours for maximum strength and waterproof effect. One bottle can repair more than 20 pairs of shoes Wide Application : Our shoe glue heavy duty formula is perfect for repairing sneakers, boots, leather shoes, sports shoes, hiking boots, sandals, high heels, and more. It's also great for leather bags, belts, and other crafts, truly a versatile glue for shoes Safe and Reliable : This shoe repair glue won't damage your shoes or harm your health. For best results, clean the surface, apply the glue, press firmly, and allow 24 hours for complete curing. Use a hair dryer for 30 seconds to accelerate initial bonding\"\n},\n {\n \"asin\": \"B0DCTL286B\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"15ML/3Pack\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T18:57:39.774Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T18:57:39.774Z
click
product_option
rule
2025-04-06T18:57:39.774Z
train
1,211
2025-04-06T18:57:39.774Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "title": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels" }, { "price": "$5.09" }, { "bullet_list": "Professional Grade Shoe Glue : Our shoe repair glue is a heavy-duty, waterproof adhesive designed for all types of footwear. This shoe glue sole repair kit bonds effectively with leather, vinyl, rubber, canvas, and more, making it the perfect glue for shoes repair Precision Application and Easy to Use : The shoe glue repair adhesive comes with a precision tip for accurate application. The soft tube design allows for easy squeezing and perfect control. Our shoe sole glue kit includes 2x 15ml glue, 1 glue applicators, 2 piece of sandpaper, and 2 rubber bands for easy and efficient repairs Strong and Durable Bond : This shoes glue provides a flexible yet strong bond that resists heat, cold, and moisture. Initial drying takes 2-5 minutes, with full curing in 24-48 hours for maximum strength and waterproof effect. One bottle can repair more than 20 pairs of shoes Wide Application : Our shoe glue heavy duty formula is perfect for repairing sneakers, boots, leather shoes, sports shoes, hiking boots, sandals, high heels, and more. It's also great for leather bags, belts, and other crafts, truly a versatile glue for shoes Safe and Reliable : This shoe repair glue won't damage your shoes or harm your health. For best results, clean the surface, apply the glue, press firmly, and allow 24 hours for complete curing. Use a hair dryer for 30 seconds to accelerate initial bonding" }, { "asin": "B0DCTL286B" } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1" } ], "product_options": [ { "Color": "15ML/3Pack" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T18:57:39.774Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 1211, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": 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\"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"\n},\n {\n \"price\": \"$5.09\"\n},\n {\n \"bullet_list\": \"Professional Grade Shoe Glue : Our shoe repair glue is a heavy-duty, waterproof adhesive designed for all types of footwear. This shoe glue sole repair kit bonds effectively with leather, vinyl, rubber, canvas, and more, making it the perfect glue for shoes repair Precision Application and Easy to Use : The shoe glue repair adhesive comes with a precision tip for accurate application. The soft tube design allows for easy squeezing and perfect control. Our shoe sole glue kit includes 2x 15ml glue, 1 glue applicators, 2 piece of sandpaper, and 2 rubber bands for easy and efficient repairs Strong and Durable Bond : This shoes glue provides a flexible yet strong bond that resists heat, cold, and moisture. Initial drying takes 2-5 minutes, with full curing in 24-48 hours for maximum strength and waterproof effect. One bottle can repair more than 20 pairs of shoes Wide Application : Our shoe glue heavy duty formula is perfect for repairing sneakers, boots, leather shoes, sports shoes, hiking boots, sandals, high heels, and more. It's also great for leather bags, belts, and other crafts, truly a versatile glue for shoes Safe and Reliable : This shoe repair glue won't damage your shoes or harm your health. For best results, clean the surface, apply the glue, press firmly, and allow 24 hours for complete curing. Use a hair dryer for 30 seconds to accelerate initial bonding\"\n},\n {\n \"asin\": \"B0DCTL286B\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"15ML/3Pack\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T18:57:39.774Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"Shoe+Glue+Sole+Repair+Adhesive+Waterproof+Clear+Shoe+Repair+Glue+for+Sneakers,+Boots,+Leather,+Handbags,+Soles,+Heels\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"\n},\n {\n \"price\": \"$5.94\"\n},\n {\n \"bullet_list\": \"Professional Grade Shoe Glue : Our shoe repair glue is a heavy-duty, waterproof adhesive designed for all types of footwear. This shoe glue sole repair kit bonds effectively with leather, vinyl, rubber, canvas, and more, making it the perfect glue for shoes repair Precision Application and Easy to Use : The shoe glue repair adhesive comes with a precision tip for accurate application. The soft tube design allows for easy squeezing and perfect control. Our shoe sole glue kit includes 3x 15ml glue, 1 glue applicators, 2 piece of sandpaper, and 2 rubber bands for easy and efficient repairs Strong and Durable Bond : This shoes glue provides a flexible yet strong bond that resists heat, cold, and moisture. Initial drying takes 2-5 minutes, with full curing in 24-48 hours for maximum strength and waterproof effect. One bottle can repair more than 20 pairs of shoes Wide Application : Our shoe glue heavy duty formula is perfect for repairing sneakers, boots, leather shoes, sports shoes, hiking boots, sandals, high heels, and more. It's also great for leather bags, belts, and other crafts, truly a versatile glue for shoes Safe and Reliable : This shoe repair glue won't damage your shoes or harm your health. For best results, clean the surface, apply the glue, press firmly, and allow 24 hours for complete curing. Use a hair dryer for 30 seconds to accelerate initial bonding\"\n},\n {\n \"asin\": \"B0DP46K526\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"15ML/3Pack\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T18:58:39.213Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T18:58:39.213Z
purchase
B0DP46K526
rule
2025-04-06T18:58:39.213Z
train
1,212
2025-04-06T18:58:39.213Z
purchase
B0DP46K526
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "Shoe+Glue+Sole+Repair+Adhesive+Waterproof+Clear+Shoe+Repair+Glue+for+Sneakers,+Boots,+Leather,+Handbags,+Soles,+Heels" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "title": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels" }, { "price": "$5.94" }, { "bullet_list": "Professional Grade Shoe Glue : Our shoe repair glue is a heavy-duty, waterproof adhesive designed for all types of footwear. This shoe glue sole repair kit bonds effectively with leather, vinyl, rubber, canvas, and more, making it the perfect glue for shoes repair Precision Application and Easy to Use : The shoe glue repair adhesive comes with a precision tip for accurate application. The soft tube design allows for easy squeezing and perfect control. Our shoe sole glue kit includes 3x 15ml glue, 1 glue applicators, 2 piece of sandpaper, and 2 rubber bands for easy and efficient repairs Strong and Durable Bond : This shoes glue provides a flexible yet strong bond that resists heat, cold, and moisture. Initial drying takes 2-5 minutes, with full curing in 24-48 hours for maximum strength and waterproof effect. One bottle can repair more than 20 pairs of shoes Wide Application : Our shoe glue heavy duty formula is perfect for repairing sneakers, boots, leather shoes, sports shoes, hiking boots, sandals, high heels, and more. It's also great for leather bags, belts, and other crafts, truly a versatile glue for shoes Safe and Reliable : This shoe repair glue won't damage your shoes or harm your health. For best results, clean the surface, apply the glue, press firmly, and allow 24 hours for complete curing. Use a hair dryer for 30 seconds to accelerate initial bonding" }, { "asin": "B0DP46K526" } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1" } ], "product_options": [ { "Color": "15ML/3Pack" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T18:58:39.213Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>purchase</answer_action><answer_argument>B0DP46K526</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>purchase</answer_action><answer_argument>B0DP46K526</answer_argument>", "index": 1212, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"Shoe+Glue+Sole+Repair+Adhesive+Waterproof+Clear+Shoe+Repair+Glue+for+Sneakers,+Boots,+Leather,+Handbags,+Soles,+Heels\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"\n},\n {\n \"price\": \"$5.94\"\n},\n {\n \"bullet_list\": \"Professional Grade Shoe Glue : Our shoe repair glue is a heavy-duty, waterproof adhesive designed for all types of footwear. This shoe glue sole repair kit bonds effectively with leather, vinyl, rubber, canvas, and more, making it the perfect glue for shoes repair Precision Application and Easy to Use : The shoe glue repair adhesive comes with a precision tip for accurate application. The soft tube design allows for easy squeezing and perfect control. Our shoe sole glue kit includes 3x 15ml glue, 1 glue applicators, 2 piece of sandpaper, and 2 rubber bands for easy and efficient repairs Strong and Durable Bond : This shoes glue provides a flexible yet strong bond that resists heat, cold, and moisture. Initial drying takes 2-5 minutes, with full curing in 24-48 hours for maximum strength and waterproof effect. One bottle can repair more than 20 pairs of shoes Wide Application : Our shoe glue heavy duty formula is perfect for repairing sneakers, boots, leather shoes, sports shoes, hiking boots, sandals, high heels, and more. It's also great for leather bags, belts, and other crafts, truly a versatile glue for shoes Safe and Reliable : This shoe repair glue won't damage your shoes or harm your health. For best results, clean the surface, apply the glue, press firmly, and allow 24 hours for complete curing. Use a hair dryer for 30 seconds to accelerate initial bonding\"\n},\n {\n \"asin\": \"B0DP46K526\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"15ML/3Pack\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T18:58:39.213Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T19:58:18.274Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T19:58:18.274Z
input
motherboard screw
rule
2025-04-06T19:58:18.274Z
train
1,213
2025-04-06T19:58:18.274Z
input
motherboard screw
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} <|memory_end|> <|action_start|> <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T19:58:18.274Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>input</answer_action><answer_argument>motherboard screw</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>input</answer_action><answer_argument>motherboard screw</answer_argument>", "index": 1213, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T19:58:18.274Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"motherboard screw\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"23Sizes PCIe NVMe M.2 Screws Standoff Nut ATX SSD Mounting Screw Kit for Motherboard, SSD, HDD Hard Drive, CD-ROM, Fan, PC Case for Computer Laptop Notebook DIY & Repair\", \"asin\": \"B0D9QBBFZ8\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"502PC Computer Motherboard Screws Kit, Motherboard Standoffs Screws for Universal HDD Hard Drive, SSD, PC Case, PC Fan, Power Supply, Graphics, CD-ROM, ATX Case, for DIY PC Installation & Repair\", \"asin\": \"B0B2NWZDBG\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"mankk 502PCS Computer Screw Assortment Kit Motherboard Standoffs Screws Laptop Screws for HDD Hard Drive,PC Case,Fan,ATX Case, SSD,CD-ROM\", \"asin\": \"B0D5CWYZTV\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"M.2 Screw Kit, 633PCS NVMe Screw M.2 SSD Mounting Kit-M2 M2.5 M3 Black Carbon Steel Laptop Notebook Computer Set with Screwdriver for Asus Gigabyte MSI Motherboards Compatible with IBM/HP/Dell\", \"asin\": \"B0BZ46Q93Q\", \"price\": \"$8.43\", \"quantity\": \"\"},\n {\"title\": \"502PC Computer Motherboard Screws Kit, Motherboard Standoffs Screws for Universal HDD Hard Drive, SSD, PC Case, PC Fan, Power Supply, Graphics, CD-ROM, ATX Case, for DIY PC Installation & Repair\", \"asin\": \"B0B2NWZDBG\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"23Sizes PCIe NVMe M.2 Screws Standoff Nut ATX SSD Mounting Screw Kit for Motherboard, SSD, HDD Hard Drive, CD-ROM, Fan, PC Case for Computer Laptop Notebook DIY & Repair\", \"asin\": \"B0D9QBBFZ8\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"400PCS Computer Screws Motherboard Standoffs Assortment Kit for Universal Motherboard, HDD, SSD, Hard Drive,Fan, Power Supply, Graphics, PC Case for DIY & Repair\", \"asin\": \"B09BD7Y13P\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"400Pcs Computer Screws Assortment Kit, Motherboard Standoffs Screws PC Screws for Universal Motherboard, SSD, Hard Drive, PC Case, PC Fan, for DIY PC Installation and Repair\", \"asin\": \"B0D7P59PV7\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"QTEATAK 300Pcs Black Laptop Notebook Computer Replacement Screws Kit for Lenovo Toshiba Gateway Samsung HP IBM Dell Sony Acer Asus SSD Hard Disk SATA\", \"asin\": \"B07LC74BC3\", \"price\": \"$6.99\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Bemaka 400Pcs Computer Screws Assortment Kit, Motherboard Standoffs Screws PC Screws for Universal Motherboard, SSD, Hard Drive, PC Case, PC Fan, for DIY PC Installation and Repair\",\n \"asin\": \"B0D7P59PV7\"\n}\n ],\n \"search_results\": [\n {\"title\": \"420PCS Computer Screw Kit, Motherboard Standoffs Assorted Screws for PC Case, HDD, SSD, Laptop, Fan, CD-ROM - for DIY PC Build Repair\", \"asin\": \"B0DJVYFFK3\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"502PC Computer Motherboard Screws Kit, Motherboard Standoffs Screws for Universal HDD Hard Drive, SSD, PC Case, PC Fan, Power Supply, Graphics, CD-ROM, ATX Case, for DIY PC Installation & Repair\", \"asin\": \"B0B2NWZDBG\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"400PCS Computer Screws Motherboard Standoffs Assortment Kit for Universal Motherboard, HDD, SSD, Hard Drive,Fan, Power Supply, Graphics, PC Case for DIY & Repair\", \"asin\": \"B09BD7Y13P\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"PCIe NVMe M.2 SSD Mounting Screws Kit for Asus Gigabyte ASRock Msi Motherboards, 30pcs\", \"asin\": \"B08ZD81HDR\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"M.2 Screw Kit, M2 Screws, Motherboard Screws for Asus Gigabyte Asrock MSI Motherboards, Computer Screws for HDD, SSD, Fan, Power Supply, PC Case - PC Screws, M.2 Screws, M.2 Standoff and Screw\", \"asin\": \"B0DNK24WL2\", \"price\": \"$5.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"420PCS Computer Screw Kit, Motherboard Standoffs Assorted Screws for PC Case, HDD, SSD, Laptop, Fan, CD-ROM - for DIY PC Build Repair\", \"asin\": \"B0DJVYFFK3\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"23Sizes PCIe NVMe M.2 Screws Standoff Nut ATX SSD Mounting Screw Kit for Motherboard, SSD, HDD Hard Drive, CD-ROM, Fan, PC Case for Computer Laptop Notebook DIY & Repair\", \"asin\": \"B0D9QBBFZ8\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"400Pcs Computer Screws Assortment Kit, Motherboard Standoffs Screws PC Screws for Universal Motherboard, SSD, Hard Drive, PC Case, PC Fan, for DIY PC Installation and Repair\", \"asin\": \"B0D7P59PV7\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"502PC Computer Motherboard Screws Kit, Motherboard Standoffs Screws for Universal HDD Hard Drive, SSD, PC Case, PC Fan, Power Supply, Graphics, CD-ROM, ATX Case, for DIY PC Installation & Repair\", \"asin\": \"B0B2NWZDBG\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"400PCS Computer Screws Assortment Kit with Screwdriver Motherboard Standoffs Screws for Universal Motherboard, HDD, SSD, Hard Drive,Fan, Power Supply, Graphics, PC Case, DIY Installation and Repair\", \"asin\": \"B0CY2C2WCZ\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"23Sizes PCIe NVMe M.2 Screws Standoff Nut ATX SSD Mounting Screw Kit for Motherboard, SSD, HDD Hard Drive, CD-ROM, Fan, PC Case for Computer Laptop Notebook DIY & Repair\", \"asin\": \"B0D9QBBFZ8\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"mankk 23 Sizes M.2 Computer Screws Motherboard Standoffs Laptop Screws for Motherboard,HDD Hard Drive,SSD,PC Case,PC Fan,ATX Case,CD-ROM\", \"asin\": \"B0DP6T74M4\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"420pcs Computer Screws, Motherboard Standoffs Kit for Motherboard Laptop Computer Case PC Fan HDD SSD Hard Drive Computer Fan Replacement Screws\", \"asin\": \"B0CWTQQWPB\", \"price\": \"$7.58\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Honbay 100PCS M3x5 Round Head PC Mounting Computer Screws Computer Case Fixed Motherboard Screw (Black Zinc)\", \"asin\": \"B0748BR25Y\", \"price\": \"$6.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"502PCS Motherboard Standoffs Screws, Computer Screws Assortment Kit, PC Screws for PC Fan, PC Case, HDD Hard Drive, Laptop, SSD, CD-ROM, Used for DIY Installation & Repair of Computer Parts\", \"asin\": \"B0CZDNZGR9\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"mankk 400PCS Computer Screws Motherboard Standoffs, PC Case, Fan, SSD, CD-ROM Screws for DIY PC Installation and Repair\", \"asin\": \"B0D72NGGWJ\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"400PCS Computer Screws Motherboard Standoffs Assortment Kit for Universal Motherboard, HDD, SSD, Hard Drive,Fan, Power Supply, Graphics, PC Case for DIY & Repair\", \"asin\": \"B09BD7Y13P\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"mankk 502PCS Computer Screw Assortment Kit Motherboard Standoffs Screws Laptop Screws for HDD Hard Drive,PC Case,Fan,ATX Case, SSD,CD-ROM\", \"asin\": \"B0D5CWYZTV\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Bolt Dropper 502pcs Computer Screw Assortment Kit - Standoffs Screws for HDD Hard Drive, Fan, Chassis, ATX Case, Motherboard, Case Fan, Graphics, SSD, Spacer - DIY PC Installation and Repair Set\", \"asin\": \"B08NPM8QWD\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Tom's world 418Pieces Computer Screws Assortment Set Standoffs Screws for Motherboard, HDD,SSD,Cooling Fan,ATX Case,Chassis,Laptop Case Repair\", \"asin\": \"B0CZDCVK9B\", \"price\": \"$7.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"400Pcs Premium Computer Screws Kit for PC, Includes Motherboard Screws, Standoffs, SSD Mounting Screws, PC Case, Fan, and Hard Drive Screws \\u2013 High-Strength & Durable for Custom Builds and Repairs\", \"asin\": \"B0DG2LFJP5\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"M.2 SSD Mounting Screws, 73 Pcs M.2 SSD Screw Kit with Magnetic Screwdriver, Multi-Specification Hard Disk Mounting Screws, Mounting M2 Screws Kit Suitable for Mainboard Repair of Computer\", \"asin\": \"B0DQX1HW1S\", \"price\": \"$5.32\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T19:58:50.673Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T19:58:50.673Z
click_product
B08ZD81HDR
rule
2025-04-06T19:58:50.673Z
train
1,214
2025-04-06T19:58:50.673Z
click_product
B08ZD81HDR
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": 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{ "ground_truth": "<answer_action>click_product</answer_action><answer_argument>B08ZD81HDR</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click_product</answer_action><answer_argument>B08ZD81HDR</answer_argument>", "index": 1214, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", 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11 AM on $25 of qualifying items\"},\n {\"title\": \"M.2 Screw Kit, M2 Screws, Motherboard Screws for Asus Gigabyte Asrock MSI Motherboards, Computer Screws for HDD, SSD, Fan, Power Supply, PC Case - PC Screws, M.2 Screws, M.2 Standoff and Screw\", \"asin\": \"B0DNK24WL2\", \"price\": \"$5.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"420PCS Computer Screw Kit, Motherboard Standoffs Assorted Screws for PC Case, HDD, SSD, Laptop, Fan, CD-ROM - for DIY PC Build Repair\", \"asin\": \"B0DJVYFFK3\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"23Sizes PCIe NVMe M.2 Screws Standoff Nut ATX SSD Mounting Screw Kit for Motherboard, SSD, HDD Hard Drive, CD-ROM, Fan, PC Case for Computer Laptop Notebook DIY & Repair\", \"asin\": \"B0D9QBBFZ8\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"400Pcs Computer Screws Assortment Kit, Motherboard Standoffs Screws PC Screws for Universal Motherboard, SSD, Hard Drive, PC Case, PC Fan, for DIY PC Installation and Repair\", \"asin\": \"B0D7P59PV7\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"502PC Computer Motherboard Screws Kit, Motherboard Standoffs Screws for Universal HDD Hard Drive, SSD, PC Case, PC Fan, Power Supply, Graphics, CD-ROM, ATX Case, for DIY PC Installation & Repair\", \"asin\": \"B0B2NWZDBG\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"400PCS Computer Screws Assortment Kit with Screwdriver Motherboard Standoffs Screws for Universal Motherboard, HDD, SSD, Hard Drive,Fan, Power Supply, Graphics, PC Case, DIY Installation and Repair\", \"asin\": \"B0CY2C2WCZ\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"23Sizes PCIe NVMe M.2 Screws Standoff Nut ATX SSD Mounting Screw Kit for Motherboard, SSD, HDD Hard Drive, CD-ROM, Fan, PC Case for Computer Laptop Notebook DIY & Repair\", \"asin\": \"B0D9QBBFZ8\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"mankk 23 Sizes M.2 Computer Screws Motherboard Standoffs Laptop Screws for Motherboard,HDD Hard Drive,SSD,PC Case,PC Fan,ATX Case,CD-ROM\", \"asin\": \"B0DP6T74M4\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"420pcs Computer Screws, Motherboard Standoffs Kit for Motherboard Laptop Computer Case PC Fan HDD SSD Hard Drive Computer Fan Replacement Screws\", \"asin\": \"B0CWTQQWPB\", \"price\": \"$7.58\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Honbay 100PCS M3x5 Round Head PC Mounting Computer Screws Computer Case Fixed Motherboard Screw (Black Zinc)\", \"asin\": \"B0748BR25Y\", \"price\": \"$6.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"502PCS Motherboard Standoffs Screws, Computer Screws Assortment Kit, PC Screws for PC Fan, PC Case, HDD Hard Drive, Laptop, SSD, CD-ROM, Used for DIY Installation & Repair of Computer Parts\", \"asin\": \"B0CZDNZGR9\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"mankk 400PCS Computer Screws Motherboard Standoffs, PC Case, Fan, SSD, CD-ROM Screws for DIY PC Installation and Repair\", \"asin\": \"B0D72NGGWJ\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"400PCS Computer Screws Motherboard Standoffs Assortment Kit for Universal Motherboard, HDD, SSD, Hard Drive,Fan, Power Supply, Graphics, PC Case for DIY & Repair\", \"asin\": \"B09BD7Y13P\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"mankk 502PCS Computer Screw Assortment Kit Motherboard Standoffs Screws Laptop Screws for HDD Hard Drive,PC Case,Fan,ATX Case, SSD,CD-ROM\", \"asin\": \"B0D5CWYZTV\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Bolt Dropper 502pcs Computer Screw Assortment Kit - Standoffs Screws for HDD Hard Drive, Fan, Chassis, ATX Case, Motherboard, Case Fan, Graphics, SSD, Spacer - DIY PC Installation and Repair Set\", \"asin\": \"B08NPM8QWD\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Tom's world 418Pieces Computer Screws Assortment Set Standoffs Screws for Motherboard, HDD,SSD,Cooling Fan,ATX Case,Chassis,Laptop Case Repair\", \"asin\": \"B0CZDCVK9B\", \"price\": \"$7.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"400Pcs Premium Computer Screws Kit for PC, Includes Motherboard Screws, Standoffs, SSD Mounting Screws, PC Case, Fan, and Hard Drive Screws \\u2013 High-Strength & Durable for Custom Builds and Repairs\", \"asin\": \"B0DG2LFJP5\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"M.2 SSD Mounting Screws, 73 Pcs M.2 SSD Screw Kit with Magnetic Screwdriver, Multi-Specification Hard Disk Mounting Screws, Mounting M2 Screws Kit Suitable for Mainboard Repair of Computer\", \"asin\": \"B0DQX1HW1S\", \"price\": \"$5.32\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T19:58:50.673Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"motherboard screw\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"23Sizes PCIe NVMe M.2 Screws Standoff Nut ATX SSD Mounting Screw Kit for Motherboard, SSD, HDD Hard Drive, CD-ROM, Fan, PC Case for Computer Laptop Notebook DIY & Repair\", \"asin\": \"B0D9QBBFZ8\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"SGTKJSJS M.2 Screw Kit,NVMe Screw m.2 SSD Mounting Kit\\uff0cCompatible ASUS Motherboard\", \"asin\": \"B07Q3DLCJ4\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"502PC Computer Motherboard Screws Kit, Motherboard Standoffs Screws for Universal HDD Hard Drive, SSD, PC Case, PC Fan, Power Supply, Graphics, CD-ROM, ATX Case, for DIY PC Installation & Repair\", \"asin\": \"B0B2NWZDBG\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"NVMe M.2 Mounting Screws Kit for Asus Gigabyte ASRock Msi PS5 Motherboards(36pcs)\", \"asin\": \"B09SF969J2\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"ASTARON M.2 SSD Screws Kit, Nvme M2 Screws Suitable for ASUS MSI Gigabyte NGFF Motherboard\", \"asin\": \"B0B3J244BT\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"23Sizes PCIe NVMe M.2 Screws Standoff Nut ATX SSD Mounting Screw Kit for Motherboard, SSD, HDD Hard Drive, CD-ROM, Fan, PC Case for Computer Laptop Notebook DIY & Repair\", \"asin\": \"B0D9QBBFZ8\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"502PC Computer Motherboard Screws Kit, Motherboard Standoffs Screws for Universal HDD Hard Drive, SSD, PC Case, PC Fan, Power Supply, Graphics, CD-ROM, ATX Case, for DIY PC Installation & Repair\", \"asin\": \"B0B2NWZDBG\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"400PCS Computer Screws Motherboard Standoffs Assortment Kit for Universal Motherboard, HDD, SSD, Hard Drive,Fan, Power Supply, Graphics, PC Case for DIY & Repair\", \"asin\": \"B09BD7Y13P\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"NVMe M.2 Mounting Screws Kit for Asus Gigabyte ASRock Msi PS5 Motherboards(36pcs)\", \"asin\": \"B09SF969J2\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"400Pcs Computer Screws Assortment Kit, Motherboard Standoffs Screws PC Screws for Universal Motherboard, SSD, Hard Drive, PC Case, PC Fan, for DIY PC Installation and Repair\", \"asin\": \"B0D7P59PV7\", \"price\": \"$8.99\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Bemaka 400Pcs Computer Screws Assortment Kit, Motherboard Standoffs Screws PC Screws for Universal Motherboard, SSD, Hard Drive, PC Case, PC Fan, for DIY PC Installation and Repair\",\n \"asin\": \"B0D7P59PV7\"\n}\n ],\n \"search_results\": [\n {\"title\": \"400PCS Computer Screws Motherboard Standoffs Assortment Kit for Universal Motherboard, HDD, SSD, Hard Drive,Fan, Power Supply, Graphics, PC Case for DIY & Repair\", \"asin\": \"B09BD7Y13P\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"NVMe M.2 Mounting Screws Kit for Asus Gigabyte ASRock Msi PS5 Motherboards(36pcs)\", \"asin\": \"B09SF969J2\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"400PCS Computer Screws Motherboard Standoffs Assortment Kit for Universal Motherboard, HDD, SSD, Hard Drive,Fan, Power Supply, Graphics, PC Case for DIY & Repair\", \"asin\": \"B09BD7Y13P\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"PCIe NVMe M.2 SSD Mounting Screws Kit for Asus Gigabyte ASRock Msi Motherboards, 30pcs\", \"asin\": \"B08ZD81HDR\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"M.2 Screw Kit, M2 Screws, Motherboard Screws for Asus Gigabyte Asrock MSI Motherboards, Computer Screws for HDD, SSD, Fan, Power Supply, PC Case - PC Screws, M.2 Screws, M.2 Standoff and Screw\", \"asin\": \"B0DNK24WL2\", \"price\": \"$5.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"420PCS Computer Screw Kit, Motherboard Standoffs Assorted Screws for PC Case, HDD, SSD, Laptop, Fan, CD-ROM - for DIY PC Build Repair\", \"asin\": \"B0DJVYFFK3\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"23Sizes PCIe NVMe M.2 Screws Standoff Nut ATX SSD Mounting Screw Kit for Motherboard, SSD, HDD Hard Drive, CD-ROM, Fan, PC Case for Computer Laptop Notebook DIY & Repair\", \"asin\": \"B0D9QBBFZ8\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"400Pcs Computer Screws Assortment Kit, Motherboard Standoffs Screws PC Screws for Universal Motherboard, SSD, Hard Drive, PC Case, PC Fan, for DIY PC Installation and Repair\", \"asin\": \"B0D7P59PV7\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"502PC Computer Motherboard Screws Kit, Motherboard Standoffs Screws for Universal HDD Hard Drive, SSD, PC Case, PC Fan, Power Supply, Graphics, CD-ROM, ATX Case, for DIY PC Installation & Repair\", \"asin\": \"B0B2NWZDBG\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"400PCS Computer Screws Assortment Kit with Screwdriver Motherboard Standoffs Screws for Universal Motherboard, HDD, SSD, Hard Drive,Fan, Power Supply, Graphics, PC Case, DIY Installation and Repair\", \"asin\": \"B0CY2C2WCZ\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"23Sizes PCIe NVMe M.2 Screws Standoff Nut ATX SSD Mounting Screw Kit for Motherboard, SSD, HDD Hard Drive, CD-ROM, Fan, PC Case for Computer Laptop Notebook DIY & Repair\", \"asin\": \"B0D9QBBFZ8\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"mankk 23 Sizes M.2 Computer Screws Motherboard Standoffs Laptop Screws for Motherboard,HDD Hard Drive,SSD,PC Case,PC Fan,ATX Case,CD-ROM\", \"asin\": \"B0DP6T74M4\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"420pcs Computer Screws, Motherboard Standoffs Kit for Motherboard Laptop Computer Case PC Fan HDD SSD Hard Drive Computer Fan Replacement Screws\", \"asin\": \"B0CWTQQWPB\", \"price\": \"$7.58\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Honbay 100PCS M3x5 Round Head PC Mounting Computer Screws Computer Case Fixed Motherboard Screw (Black Zinc)\", \"asin\": \"B0748BR25Y\", \"price\": \"$6.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"502PCS Motherboard Standoffs Screws, Computer Screws Assortment Kit, PC Screws for PC Fan, PC Case, HDD Hard Drive, Laptop, SSD, CD-ROM, Used for DIY Installation & Repair of Computer Parts\", \"asin\": \"B0CZDNZGR9\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"mankk 400PCS Computer Screws Motherboard Standoffs, PC Case, Fan, SSD, CD-ROM Screws for DIY PC Installation and Repair\", \"asin\": \"B0D72NGGWJ\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"502PC Computer Motherboard Screws Kit, Motherboard Standoffs Screws for Universal HDD Hard Drive, SSD, PC Case, PC Fan, Power Supply, Graphics, CD-ROM, ATX Case, for DIY PC Installation & Repair\", \"asin\": \"B0B2NWZDBG\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"mankk 502PCS Computer Screw Assortment Kit Motherboard Standoffs Screws Laptop Screws for HDD Hard Drive,PC Case,Fan,ATX Case, SSD,CD-ROM\", \"asin\": \"B0D5CWYZTV\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Bolt Dropper 502pcs Computer Screw Assortment Kit - Standoffs Screws for HDD Hard Drive, Fan, Chassis, ATX Case, Motherboard, Case Fan, Graphics, SSD, Spacer - DIY PC Installation and Repair Set\", \"asin\": \"B08NPM8QWD\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Tom's world 418Pieces Computer Screws Assortment Set Standoffs Screws for Motherboard, HDD,SSD,Cooling Fan,ATX Case,Chassis,Laptop Case Repair\", \"asin\": \"B0CZDCVK9B\", \"price\": \"$7.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"46PCS NVME M.2 SSD Mounting Screws M.2 SSD Screw Kit for Asus Gigabyte ASRock Msi Motherboards\", \"asin\": \"B0D961SNZ9\", \"price\": \"$3.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n {\"title\": \"SGTKJSJS M.2 Screw Kit,NVMe Screw m.2 SSD Mounting Kit\\uff0cCompatible ASUS Motherboard\", \"asin\": \"B07Q3DLCJ4\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:00:03.110Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:00:03.110Z
input
mouting screw
rule
2025-04-06T20:00:03.110Z
train
1,215
2025-04-06T20:00:03.110Z
input
mouting screw
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": 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"action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "motherboard screw" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "promotion_items": [ {"title": "23Sizes PCIe NVMe M.2 Screws Standoff Nut ATX SSD Mounting Screw Kit for Motherboard, SSD, HDD Hard Drive, CD-ROM, Fan, PC Case for Computer Laptop Notebook DIY & Repair", "asin": "B0D9QBBFZ8", "price": "$6.99", "quantity": ""}, {"title": "SGTKJSJS M.2 Screw Kit,NVMe Screw m.2 SSD Mounting Kit\uff0cCompatible ASUS Motherboard", "asin": "B07Q3DLCJ4", "price": "$4.99", "quantity": ""}, {"title": "502PC Computer Motherboard Screws Kit, Motherboard Standoffs Screws for Universal HDD Hard Drive, SSD, PC Case, PC Fan, Power Supply, Graphics, CD-ROM, ATX Case, for DIY PC Installation & Repair", "asin": "B0B2NWZDBG", "price": "$9.99", "quantity": ""}, {"title": "NVMe M.2 Mounting Screws Kit for Asus Gigabyte ASRock Msi PS5 Motherboards(36pcs)", "asin": "B09SF969J2", "price": "$5.99", "quantity": ""}, {"title": "ASTARON M.2 SSD Screws Kit, Nvme M2 Screws Suitable for ASUS MSI Gigabyte NGFF Motherboard", "asin": "B0B3J244BT", "price": "$6.99", "quantity": ""}, {"title": "23Sizes PCIe NVMe M.2 Screws Standoff Nut ATX SSD Mounting Screw Kit for Motherboard, SSD, HDD Hard Drive, CD-ROM, Fan, PC Case for Computer Laptop Notebook DIY & Repair", "asin": "B0D9QBBFZ8", "price": "$6.99", "quantity": ""}, {"title": "502PC Computer Motherboard Screws Kit, Motherboard Standoffs Screws for Universal HDD Hard Drive, SSD, PC Case, PC Fan, Power Supply, Graphics, CD-ROM, ATX Case, for DIY PC Installation & Repair", "asin": "B0B2NWZDBG", "price": "$9.99", "quantity": ""}, {"title": "400PCS Computer Screws Motherboard Standoffs Assortment Kit for Universal Motherboard, HDD, SSD, Hard Drive,Fan, Power Supply, Graphics, PC Case for DIY & Repair", "asin": "B09BD7Y13P", "price": "$9.99", "quantity": ""}, {"title": "NVMe M.2 Mounting Screws Kit for Asus Gigabyte ASRock Msi PS5 Motherboards(36pcs)", "asin": "B09SF969J2", "price": "$5.99", "quantity": ""}, {"title": "400Pcs Computer Screws Assortment Kit, Motherboard Standoffs Screws PC Screws for Universal Motherboard, SSD, Hard Drive, PC Case, PC Fan, for DIY PC Installation and Repair", "asin": "B0D7P59PV7", "price": "$8.99", "quantity": ""} ], "ads": [ { "title": "Bemaka 400Pcs Computer Screws Assortment Kit, Motherboard Standoffs Screws PC Screws for Universal Motherboard, SSD, Hard Drive, PC Case, PC Fan, for DIY PC Installation and Repair", "asin": "B0D7P59PV7" } ], "search_results": [ {"title": "400PCS Computer Screws Motherboard Standoffs Assortment Kit for Universal Motherboard, HDD, SSD, Hard Drive,Fan, Power Supply, Graphics, PC Case for DIY & Repair", "asin": "B09BD7Y13P", "price": "$9.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "NVMe M.2 Mounting Screws Kit for Asus Gigabyte ASRock Msi PS5 Motherboards(36pcs)", "asin": "B09SF969J2", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "400PCS Computer Screws Motherboard Standoffs Assortment Kit for Universal Motherboard, HDD, SSD, Hard Drive,Fan, Power Supply, Graphics, PC Case for DIY & Repair", "asin": "B09BD7Y13P", "price": "$9.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "PCIe NVMe M.2 SSD Mounting Screws Kit for Asus Gigabyte ASRock Msi Motherboards, 30pcs", "asin": "B08ZD81HDR", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "M.2 Screw Kit, M2 Screws, Motherboard Screws for Asus Gigabyte Asrock MSI Motherboards, Computer Screws for HDD, SSD, Fan, Power Supply, PC Case - PC Screws, M.2 Screws, M.2 Standoff and Screw", "asin": "B0DNK24WL2", "price": "$5.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "420PCS Computer Screw Kit, Motherboard Standoffs Assorted Screws for PC Case, HDD, SSD, Laptop, Fan, CD-ROM - for DIY PC Build Repair", "asin": "B0DJVYFFK3", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "23Sizes PCIe NVMe M.2 Screws Standoff Nut ATX SSD Mounting Screw Kit for Motherboard, SSD, HDD Hard Drive, CD-ROM, Fan, PC Case for Computer Laptop Notebook DIY & Repair", "asin": "B0D9QBBFZ8", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "400Pcs Computer Screws Assortment Kit, Motherboard Standoffs Screws PC Screws for Universal Motherboard, SSD, Hard Drive, PC Case, PC Fan, for DIY PC Installation and Repair", "asin": "B0D7P59PV7", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "502PC Computer Motherboard Screws Kit, Motherboard Standoffs Screws for Universal HDD Hard Drive, SSD, PC Case, PC Fan, Power Supply, Graphics, CD-ROM, ATX Case, for DIY PC Installation & Repair", "asin": "B0B2NWZDBG", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "400PCS Computer Screws Assortment Kit with Screwdriver Motherboard Standoffs Screws for Universal Motherboard, HDD, SSD, Hard Drive,Fan, Power Supply, Graphics, PC Case, DIY Installation and Repair", "asin": "B0CY2C2WCZ", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "23Sizes PCIe NVMe M.2 Screws Standoff Nut ATX SSD Mounting Screw Kit for Motherboard, SSD, HDD Hard Drive, CD-ROM, Fan, PC Case for Computer Laptop Notebook DIY & Repair", "asin": "B0D9QBBFZ8", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "mankk 23 Sizes M.2 Computer Screws Motherboard Standoffs Laptop Screws for Motherboard,HDD Hard Drive,SSD,PC Case,PC Fan,ATX Case,CD-ROM", "asin": "B0DP6T74M4", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "420pcs Computer Screws, Motherboard Standoffs Kit for Motherboard Laptop Computer Case PC Fan HDD SSD Hard Drive Computer Fan Replacement Screws", "asin": "B0CWTQQWPB", "price": "$7.58", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Honbay 100PCS M3x5 Round Head PC Mounting Computer Screws Computer Case Fixed Motherboard Screw (Black Zinc)", "asin": "B0748BR25Y", "price": "$6.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "502PCS Motherboard Standoffs Screws, Computer Screws Assortment Kit, PC Screws for PC Fan, PC Case, HDD Hard Drive, Laptop, SSD, CD-ROM, Used for DIY Installation & Repair of Computer Parts", "asin": "B0CZDNZGR9", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "mankk 400PCS Computer Screws Motherboard Standoffs, PC Case, Fan, SSD, CD-ROM Screws for DIY PC Installation and Repair", "asin": "B0D72NGGWJ", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "502PC Computer Motherboard Screws Kit, Motherboard Standoffs Screws for Universal HDD Hard Drive, SSD, PC Case, PC Fan, Power Supply, Graphics, CD-ROM, ATX Case, for DIY PC Installation & Repair", "asin": "B0B2NWZDBG", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "mankk 502PCS Computer Screw Assortment Kit Motherboard Standoffs Screws Laptop Screws for HDD Hard Drive,PC Case,Fan,ATX Case, SSD,CD-ROM", "asin": "B0D5CWYZTV", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Bolt Dropper 502pcs Computer Screw Assortment Kit - Standoffs Screws for HDD Hard Drive, Fan, Chassis, ATX Case, Motherboard, Case Fan, Graphics, SSD, Spacer - DIY PC Installation and Repair Set", "asin": "B08NPM8QWD", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Tom's world 418Pieces Computer Screws Assortment Set Standoffs Screws for Motherboard, HDD,SSD,Cooling Fan,ATX Case,Chassis,Laptop Case Repair", "asin": "B0CZDCVK9B", "price": "$7.69", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "46PCS NVME M.2 SSD Mounting Screws M.2 SSD Screw Kit for Asus Gigabyte ASRock Msi Motherboards", "asin": "B0D961SNZ9", "price": "$3.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "SGTKJSJS M.2 Screw Kit,NVMe Screw m.2 SSD Mounting Kit\uff0cCompatible ASUS Motherboard", "asin": "B07Q3DLCJ4", "price": "$4.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T20:00:03.110Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>input</answer_action><answer_argument>mouting screw</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>input</answer_action><answer_argument>mouting screw</answer_argument>", "index": 1215, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"motherboard screw\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"23Sizes PCIe NVMe M.2 Screws Standoff Nut ATX SSD Mounting Screw Kit for Motherboard, SSD, HDD Hard Drive, CD-ROM, Fan, PC Case for Computer Laptop Notebook DIY & Repair\", \"asin\": \"B0D9QBBFZ8\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"SGTKJSJS M.2 Screw Kit,NVMe Screw m.2 SSD Mounting Kit\\uff0cCompatible ASUS Motherboard\", \"asin\": \"B07Q3DLCJ4\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"502PC Computer Motherboard Screws Kit, Motherboard Standoffs Screws for Universal HDD Hard Drive, SSD, PC Case, PC Fan, Power Supply, Graphics, CD-ROM, ATX Case, for DIY PC Installation & Repair\", \"asin\": \"B0B2NWZDBG\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"NVMe M.2 Mounting Screws Kit for Asus Gigabyte ASRock Msi PS5 Motherboards(36pcs)\", \"asin\": \"B09SF969J2\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"ASTARON M.2 SSD Screws Kit, Nvme M2 Screws Suitable for ASUS MSI Gigabyte NGFF Motherboard\", \"asin\": \"B0B3J244BT\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"23Sizes PCIe NVMe M.2 Screws Standoff Nut ATX SSD Mounting Screw Kit for Motherboard, SSD, HDD Hard Drive, CD-ROM, Fan, PC Case for Computer Laptop Notebook DIY & Repair\", \"asin\": \"B0D9QBBFZ8\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"502PC Computer Motherboard Screws Kit, Motherboard Standoffs Screws for Universal HDD Hard Drive, SSD, PC Case, PC Fan, Power Supply, Graphics, CD-ROM, ATX Case, for DIY PC Installation & Repair\", \"asin\": \"B0B2NWZDBG\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"400PCS Computer Screws Motherboard Standoffs Assortment Kit for Universal Motherboard, HDD, SSD, Hard Drive,Fan, Power Supply, Graphics, PC Case for DIY & Repair\", \"asin\": \"B09BD7Y13P\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"NVMe M.2 Mounting Screws Kit for Asus Gigabyte ASRock Msi PS5 Motherboards(36pcs)\", \"asin\": \"B09SF969J2\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"400Pcs Computer Screws Assortment Kit, Motherboard Standoffs Screws PC Screws for Universal Motherboard, SSD, Hard Drive, PC Case, PC Fan, for DIY PC Installation and Repair\", \"asin\": \"B0D7P59PV7\", \"price\": \"$8.99\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Bemaka 400Pcs Computer Screws Assortment Kit, Motherboard Standoffs Screws PC Screws for Universal Motherboard, SSD, Hard Drive, PC Case, PC Fan, for DIY PC Installation and Repair\",\n \"asin\": \"B0D7P59PV7\"\n}\n ],\n \"search_results\": [\n {\"title\": \"400PCS Computer Screws Motherboard Standoffs Assortment Kit for Universal Motherboard, HDD, SSD, Hard Drive,Fan, Power Supply, Graphics, PC Case for DIY & Repair\", \"asin\": \"B09BD7Y13P\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"NVMe M.2 Mounting Screws Kit for Asus Gigabyte ASRock Msi PS5 Motherboards(36pcs)\", \"asin\": \"B09SF969J2\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"400PCS Computer Screws Motherboard Standoffs Assortment Kit for Universal Motherboard, HDD, SSD, Hard Drive,Fan, Power Supply, Graphics, PC Case for DIY & Repair\", \"asin\": \"B09BD7Y13P\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"PCIe NVMe M.2 SSD Mounting Screws Kit for Asus Gigabyte ASRock Msi Motherboards, 30pcs\", \"asin\": \"B08ZD81HDR\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"M.2 Screw Kit, M2 Screws, Motherboard Screws for Asus Gigabyte Asrock MSI Motherboards, Computer Screws for HDD, SSD, Fan, Power Supply, PC Case - PC Screws, M.2 Screws, M.2 Standoff and Screw\", \"asin\": \"B0DNK24WL2\", \"price\": \"$5.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"420PCS Computer Screw Kit, Motherboard Standoffs Assorted Screws for PC Case, HDD, SSD, Laptop, Fan, CD-ROM - for DIY PC Build Repair\", \"asin\": \"B0DJVYFFK3\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"23Sizes PCIe NVMe M.2 Screws Standoff Nut ATX SSD Mounting Screw Kit for Motherboard, SSD, HDD Hard Drive, CD-ROM, Fan, PC Case for Computer Laptop Notebook DIY & Repair\", \"asin\": \"B0D9QBBFZ8\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"400Pcs Computer Screws Assortment Kit, Motherboard Standoffs Screws PC Screws for Universal Motherboard, SSD, Hard Drive, PC Case, PC Fan, for DIY PC Installation and Repair\", \"asin\": \"B0D7P59PV7\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"502PC Computer Motherboard Screws Kit, Motherboard Standoffs Screws for Universal HDD Hard Drive, SSD, PC Case, PC Fan, Power Supply, Graphics, CD-ROM, ATX Case, for DIY PC Installation & Repair\", \"asin\": \"B0B2NWZDBG\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"400PCS Computer Screws Assortment Kit with Screwdriver Motherboard Standoffs Screws for Universal Motherboard, HDD, SSD, Hard Drive,Fan, Power Supply, Graphics, PC Case, DIY Installation and Repair\", \"asin\": \"B0CY2C2WCZ\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"23Sizes PCIe NVMe M.2 Screws Standoff Nut ATX SSD Mounting Screw Kit for Motherboard, SSD, HDD Hard Drive, CD-ROM, Fan, PC Case for Computer Laptop Notebook DIY & Repair\", \"asin\": \"B0D9QBBFZ8\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"mankk 23 Sizes M.2 Computer Screws Motherboard Standoffs Laptop Screws for Motherboard,HDD Hard Drive,SSD,PC Case,PC Fan,ATX Case,CD-ROM\", \"asin\": \"B0DP6T74M4\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"420pcs Computer Screws, Motherboard Standoffs Kit for Motherboard Laptop Computer Case PC Fan HDD SSD Hard Drive Computer Fan Replacement Screws\", \"asin\": \"B0CWTQQWPB\", \"price\": \"$7.58\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Honbay 100PCS M3x5 Round Head PC Mounting Computer Screws Computer Case Fixed Motherboard Screw (Black Zinc)\", \"asin\": \"B0748BR25Y\", \"price\": \"$6.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"502PCS Motherboard Standoffs Screws, Computer Screws Assortment Kit, PC Screws for PC Fan, PC Case, HDD Hard Drive, Laptop, SSD, CD-ROM, Used for DIY Installation & Repair of Computer Parts\", \"asin\": \"B0CZDNZGR9\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"mankk 400PCS Computer Screws Motherboard Standoffs, PC Case, Fan, SSD, CD-ROM Screws for DIY PC Installation and Repair\", \"asin\": \"B0D72NGGWJ\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"502PC Computer Motherboard Screws Kit, Motherboard Standoffs Screws for Universal HDD Hard Drive, SSD, PC Case, PC Fan, Power Supply, Graphics, CD-ROM, ATX Case, for DIY PC Installation & Repair\", \"asin\": \"B0B2NWZDBG\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"mankk 502PCS Computer Screw Assortment Kit Motherboard Standoffs Screws Laptop Screws for HDD Hard Drive,PC Case,Fan,ATX Case, SSD,CD-ROM\", \"asin\": \"B0D5CWYZTV\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Bolt Dropper 502pcs Computer Screw Assortment Kit - Standoffs Screws for HDD Hard Drive, Fan, Chassis, ATX Case, Motherboard, Case Fan, Graphics, SSD, Spacer - DIY PC Installation and Repair Set\", \"asin\": \"B08NPM8QWD\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Tom's world 418Pieces Computer Screws Assortment Set Standoffs Screws for Motherboard, HDD,SSD,Cooling Fan,ATX Case,Chassis,Laptop Case Repair\", \"asin\": \"B0CZDCVK9B\", \"price\": \"$7.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"46PCS NVME M.2 SSD Mounting Screws M.2 SSD Screw Kit for Asus Gigabyte ASRock Msi Motherboards\", \"asin\": \"B0D961SNZ9\", \"price\": \"$3.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n {\"title\": \"SGTKJSJS M.2 Screw Kit,NVMe Screw m.2 SSD Mounting Kit\\uff0cCompatible ASUS Motherboard\", \"asin\": \"B07Q3DLCJ4\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:00:03.110Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", 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for DIY PC Build Repair\", \"asin\": \"B0DJVYFFK3\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"23Sizes PCIe NVMe M.2 Screws Standoff Nut ATX SSD Mounting Screw Kit for Motherboard, SSD, HDD Hard Drive, CD-ROM, Fan, PC Case for Computer Laptop Notebook DIY & Repair\", \"asin\": \"B0D9QBBFZ8\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"400Pcs Computer Screws Assortment Kit, Motherboard Standoffs Screws PC Screws for Universal Motherboard, SSD, Hard Drive, PC Case, PC Fan, for DIY PC Installation and Repair\", \"asin\": \"B0D7P59PV7\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"502PC Computer Motherboard Screws Kit, Motherboard Standoffs Screws for Universal HDD Hard Drive, SSD, PC Case, PC Fan, Power Supply, Graphics, CD-ROM, ATX Case, for DIY PC Installation & Repair\", \"asin\": \"B0B2NWZDBG\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"400PCS Computer Screws Assortment Kit with Screwdriver Motherboard Standoffs Screws for Universal Motherboard, HDD, SSD, Hard Drive,Fan, Power Supply, Graphics, PC Case, DIY Installation and Repair\", \"asin\": \"B0CY2C2WCZ\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"23Sizes PCIe NVMe M.2 Screws Standoff Nut ATX SSD Mounting Screw Kit for Motherboard, SSD, HDD Hard Drive, CD-ROM, Fan, PC Case for Computer Laptop Notebook DIY & Repair\", \"asin\": \"B0D9QBBFZ8\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"mankk 23 Sizes M.2 Computer Screws Motherboard Standoffs Laptop Screws for Motherboard,HDD Hard Drive,SSD,PC Case,PC Fan,ATX Case,CD-ROM\", \"asin\": \"B0DP6T74M4\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"420pcs Computer Screws, Motherboard Standoffs Kit for Motherboard Laptop Computer Case PC Fan HDD SSD Hard Drive Computer Fan Replacement Screws\", \"asin\": \"B0CWTQQWPB\", \"price\": \"$7.58\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Honbay 100PCS M3x5 Round Head PC Mounting Computer Screws Computer Case Fixed Motherboard Screw (Black Zinc)\", \"asin\": \"B0748BR25Y\", \"price\": \"$6.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"502PCS Motherboard Standoffs Screws, Computer Screws Assortment Kit, PC Screws for PC Fan, PC Case, HDD Hard Drive, Laptop, SSD, CD-ROM, Used for DIY Installation & Repair of Computer Parts\", \"asin\": \"B0CZDNZGR9\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"mankk 400PCS Computer Screws Motherboard Standoffs, PC Case, Fan, SSD, CD-ROM Screws for DIY PC Installation and Repair\", \"asin\": \"B0D72NGGWJ\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"502PC Computer Motherboard Screws Kit, Motherboard Standoffs Screws for Universal HDD Hard Drive, SSD, PC Case, PC Fan, Power Supply, Graphics, CD-ROM, ATX Case, for DIY PC Installation & Repair\", \"asin\": \"B0B2NWZDBG\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"mankk 502PCS Computer Screw Assortment Kit Motherboard Standoffs Screws Laptop Screws for HDD Hard Drive,PC Case,Fan,ATX Case, SSD,CD-ROM\", \"asin\": \"B0D5CWYZTV\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Bolt Dropper 502pcs Computer Screw Assortment Kit - Standoffs Screws for HDD Hard Drive, Fan, Chassis, ATX Case, Motherboard, Case Fan, Graphics, SSD, Spacer - DIY PC Installation and Repair Set\", \"asin\": \"B08NPM8QWD\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Tom's world 418Pieces Computer Screws Assortment Set Standoffs Screws for Motherboard, HDD,SSD,Cooling Fan,ATX Case,Chassis,Laptop Case Repair\", \"asin\": \"B0CZDCVK9B\", \"price\": \"$7.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"46PCS NVME M.2 SSD Mounting Screws M.2 SSD Screw Kit for Asus Gigabyte ASRock Msi Motherboards\", \"asin\": \"B0D961SNZ9\", \"price\": \"$3.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n {\"title\": \"SGTKJSJS M.2 Screw Kit,NVMe Screw m.2 SSD Mounting Kit\\uff0cCompatible ASUS Motherboard\", \"asin\": \"B07Q3DLCJ4\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:00:03.206Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:00:03.206Z
click
suggested_term
rule
2025-04-06T20:00:03.206Z
train
1,216
2025-04-06T20:00:03.206Z
click
suggested_term
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 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11 AM on $25 of qualifying items"}, {"title": "Bolt Dropper 502pcs Computer Screw Assortment Kit - Standoffs Screws for HDD Hard Drive, Fan, Chassis, ATX Case, Motherboard, Case Fan, Graphics, SSD, Spacer - DIY PC Installation and Repair Set", "asin": "B08NPM8QWD", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Tom's world 418Pieces Computer Screws Assortment Set Standoffs Screws for Motherboard, HDD,SSD,Cooling Fan,ATX Case,Chassis,Laptop Case Repair", "asin": "B0CZDCVK9B", "price": "$7.69", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "46PCS NVME M.2 SSD Mounting Screws M.2 SSD Screw Kit for Asus Gigabyte ASRock Msi Motherboards", "asin": "B0D961SNZ9", "price": "$3.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "SGTKJSJS M.2 Screw Kit,NVMe Screw m.2 SSD Mounting Kit\uff0cCompatible ASUS Motherboard", "asin": "B07Q3DLCJ4", "price": "$4.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T20:00:03.206Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>suggested_term</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>suggested_term</answer_argument>", "index": 1216, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"mouting screw\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"23Sizes PCIe NVMe M.2 Screws Standoff Nut ATX SSD Mounting Screw Kit for Motherboard, SSD, HDD Hard Drive, CD-ROM, Fan, PC Case for Computer Laptop Notebook DIY & Repair\", \"asin\": \"B0D9QBBFZ8\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"SGTKJSJS M.2 Screw Kit,NVMe Screw m.2 SSD Mounting Kit\\uff0cCompatible ASUS Motherboard\", \"asin\": \"B07Q3DLCJ4\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"502PC Computer Motherboard Screws Kit, Motherboard Standoffs Screws for Universal HDD Hard Drive, SSD, PC Case, PC Fan, Power Supply, Graphics, CD-ROM, ATX Case, for DIY PC Installation & Repair\", \"asin\": \"B0B2NWZDBG\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"NVMe M.2 Mounting Screws Kit for Asus Gigabyte ASRock Msi PS5 Motherboards(36pcs)\", \"asin\": \"B09SF969J2\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"ASTARON M.2 SSD Screws Kit, Nvme M2 Screws Suitable for ASUS MSI Gigabyte NGFF Motherboard\", \"asin\": \"B0B3J244BT\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"23Sizes PCIe NVMe M.2 Screws Standoff Nut ATX SSD Mounting Screw Kit for Motherboard, SSD, HDD Hard Drive, CD-ROM, Fan, PC Case for Computer Laptop Notebook DIY & Repair\", \"asin\": \"B0D9QBBFZ8\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"502PC Computer Motherboard Screws Kit, Motherboard Standoffs Screws for Universal HDD Hard Drive, SSD, PC Case, PC Fan, Power Supply, Graphics, CD-ROM, ATX Case, for DIY PC Installation & Repair\", \"asin\": \"B0B2NWZDBG\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"400PCS Computer Screws Motherboard Standoffs Assortment Kit for Universal Motherboard, HDD, SSD, Hard Drive,Fan, Power Supply, Graphics, PC Case for DIY & Repair\", \"asin\": \"B09BD7Y13P\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"NVMe M.2 Mounting Screws Kit for Asus Gigabyte ASRock Msi PS5 Motherboards(36pcs)\", \"asin\": \"B09SF969J2\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"400Pcs Computer Screws Assortment Kit, Motherboard Standoffs Screws PC Screws for Universal Motherboard, SSD, Hard Drive, PC Case, PC Fan, for DIY PC Installation and Repair\", \"asin\": \"B0D7P59PV7\", \"price\": \"$8.99\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Bemaka 400Pcs Computer Screws Assortment Kit, Motherboard Standoffs Screws PC Screws for Universal Motherboard, SSD, Hard Drive, PC Case, PC Fan, for DIY PC Installation and Repair\",\n \"asin\": \"B0D7P59PV7\"\n}\n ],\n \"search_results\": [\n {\"title\": \"400PCS Computer Screws Motherboard Standoffs Assortment Kit for Universal Motherboard, HDD, SSD, Hard Drive,Fan, Power Supply, Graphics, PC Case for DIY & Repair\", \"asin\": \"B09BD7Y13P\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"NVMe M.2 Mounting Screws Kit for Asus Gigabyte ASRock Msi PS5 Motherboards(36pcs)\", \"asin\": \"B09SF969J2\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"400PCS Computer Screws Motherboard Standoffs Assortment Kit for Universal Motherboard, HDD, SSD, Hard Drive,Fan, Power Supply, Graphics, PC Case for DIY & Repair\", \"asin\": \"B09BD7Y13P\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"PCIe NVMe M.2 SSD Mounting Screws Kit for Asus Gigabyte ASRock Msi Motherboards, 30pcs\", \"asin\": \"B08ZD81HDR\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"M.2 Screw Kit, M2 Screws, Motherboard Screws for Asus Gigabyte Asrock MSI Motherboards, Computer Screws for HDD, SSD, Fan, Power Supply, PC Case - PC Screws, M.2 Screws, M.2 Standoff and Screw\", \"asin\": \"B0DNK24WL2\", \"price\": \"$5.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"420PCS Computer Screw Kit, Motherboard Standoffs Assorted Screws for PC Case, HDD, SSD, Laptop, Fan, CD-ROM - for DIY PC Build Repair\", \"asin\": \"B0DJVYFFK3\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"23Sizes PCIe NVMe M.2 Screws Standoff Nut ATX SSD Mounting Screw Kit for Motherboard, SSD, HDD Hard Drive, CD-ROM, Fan, PC Case for Computer Laptop Notebook DIY & Repair\", \"asin\": \"B0D9QBBFZ8\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"400Pcs Computer Screws Assortment Kit, Motherboard Standoffs Screws PC Screws for Universal Motherboard, SSD, Hard Drive, PC Case, PC Fan, for DIY PC Installation and Repair\", \"asin\": \"B0D7P59PV7\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"502PC Computer Motherboard Screws Kit, Motherboard Standoffs Screws for Universal HDD Hard Drive, SSD, PC Case, PC Fan, Power Supply, Graphics, CD-ROM, ATX Case, for DIY PC Installation & Repair\", \"asin\": \"B0B2NWZDBG\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"400PCS Computer Screws Assortment Kit with Screwdriver Motherboard Standoffs Screws for Universal Motherboard, HDD, SSD, Hard Drive,Fan, Power Supply, Graphics, PC Case, DIY Installation and Repair\", \"asin\": \"B0CY2C2WCZ\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"23Sizes PCIe NVMe M.2 Screws Standoff Nut ATX SSD Mounting Screw Kit for Motherboard, SSD, HDD Hard Drive, CD-ROM, Fan, PC Case for Computer Laptop Notebook DIY & Repair\", \"asin\": \"B0D9QBBFZ8\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"mankk 23 Sizes M.2 Computer Screws Motherboard Standoffs Laptop Screws for Motherboard,HDD Hard Drive,SSD,PC Case,PC Fan,ATX Case,CD-ROM\", \"asin\": \"B0DP6T74M4\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"420pcs Computer Screws, Motherboard Standoffs Kit for Motherboard Laptop Computer Case PC Fan HDD SSD Hard Drive Computer Fan Replacement Screws\", \"asin\": \"B0CWTQQWPB\", \"price\": \"$7.58\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Honbay 100PCS M3x5 Round Head PC Mounting Computer Screws Computer Case Fixed Motherboard Screw (Black Zinc)\", \"asin\": \"B0748BR25Y\", \"price\": \"$6.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"502PCS Motherboard Standoffs Screws, Computer Screws Assortment Kit, PC Screws for PC Fan, PC Case, HDD Hard Drive, Laptop, SSD, CD-ROM, Used for DIY Installation & Repair of Computer Parts\", \"asin\": \"B0CZDNZGR9\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"mankk 400PCS Computer Screws Motherboard Standoffs, PC Case, Fan, SSD, CD-ROM Screws for DIY PC Installation and Repair\", \"asin\": \"B0D72NGGWJ\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"502PC Computer Motherboard Screws Kit, Motherboard Standoffs Screws for Universal HDD Hard Drive, SSD, PC Case, PC Fan, Power Supply, Graphics, CD-ROM, ATX Case, for DIY PC Installation & Repair\", \"asin\": \"B0B2NWZDBG\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"mankk 502PCS Computer Screw Assortment Kit Motherboard Standoffs Screws Laptop Screws for HDD Hard Drive,PC Case,Fan,ATX Case, SSD,CD-ROM\", \"asin\": \"B0D5CWYZTV\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Bolt Dropper 502pcs Computer Screw Assortment Kit - Standoffs Screws for HDD Hard Drive, Fan, Chassis, ATX Case, Motherboard, Case Fan, Graphics, SSD, Spacer - DIY PC Installation and Repair Set\", \"asin\": \"B08NPM8QWD\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Tom's world 418Pieces Computer Screws Assortment Set Standoffs Screws for Motherboard, HDD,SSD,Cooling Fan,ATX Case,Chassis,Laptop Case Repair\", \"asin\": \"B0CZDCVK9B\", \"price\": \"$7.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"46PCS NVME M.2 SSD Mounting Screws M.2 SSD Screw Kit for Asus Gigabyte ASRock Msi Motherboards\", \"asin\": \"B0D961SNZ9\", \"price\": \"$3.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n {\"title\": \"SGTKJSJS M.2 Screw Kit,NVMe Screw m.2 SSD Mounting Kit\\uff0cCompatible ASUS Motherboard\", \"asin\": \"B07Q3DLCJ4\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:00:03.206Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"mounting screws\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"SGTKJSJS M.2 Screw Kit,NVMe Screw m.2 SSD Mounting Kit\\uff0cCompatible ASUS Motherboard\", \"asin\": \"B07Q3DLCJ4\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"M.2 Screw Kit, 633PCS NVMe Screw M.2 SSD Mounting Kit-M2 M2.5 M3 Black Carbon Steel Laptop Notebook Computer Set with Screwdriver for Asus Gigabyte MSI Motherboards Compatible with IBM/HP/Dell\", \"asin\": \"B0BZ46Q93Q\", \"price\": \"$8.43\", \"quantity\": \"\"},\n {\"title\": \"Bolts, Nuts, and Washer Assortment Kit - 120 pcs Nuts and Bolts Assortment Kit, Nut Bolt and Washer Assortment, Bolt and Nut Assortment (Silver, 120)\", \"asin\": \"B0DP8LS4NY\", \"price\": \"$6.29\", \"quantity\": \"\"},\n {\"title\": \"EEEEE Self Tapping Screws Assortment Kit 528pcs Assorted Screws Set SAE #4#6#8#10#12 Flat Head 304 Stainless Steel Screws Kit Sheet Metal Screws Kit,17 Types Phillips Drive Wood Screws Assortment\", \"asin\": \"B0D9MC2XX6\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"SGTKJSJS M.2 Screw Kit,NVMe Screw m.2 SSD Mounting Kit\\uff0cCompatible ASUS Motherboard\", \"asin\": \"B07Q3DLCJ4\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"ASTARON M.2 SSD Screws Kit, Nvme M2 Screws Suitable for ASUS MSI Gigabyte NGFF Motherboard\", \"asin\": \"B0B3J244BT\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"License Plate Screws with Nylon Inserts - Stainless Steel Rust Proof License Plate Screws for Securing License Plates, Frames & Covers 4755299 3907444 A11719 (Set of 4)\", \"asin\": \"B09J1Q6LRX\", \"price\": \"$5.79\", \"quantity\": \"\"},\n {\"title\": \"KURUI Drywall Anchors and Screws Assortment Kit 270PCS, 135 Plastic Dry Wall Anchors and 135 Philips Flat Head Screws, 5 Sizes Wall Hanging Kit for Hanging Picture Frame, Shelf Brackets, Curtain Rod\", \"asin\": \"B08HDFNDRP\", \"price\": \"$9.99\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Wensilon (274 pcs) Plastic Drywall Wall Anchors Kit with Screws\\uff0c Concrete Screw kit Wall Anchor Set Suitable for Brick and Cement Walls\",\n \"asin\": \"B0DJQRNFN4\"\n},\n {\n \"title\": \"Self-Drilling Drywall Anchors Assortment Kit \\u2013 182 Pcs for Concrete, Drywall, and Sheetrock \\u2013 Heavy Duty Wall Anchors for Easy Installation, No Drill Bit Required\",\n \"asin\": \"B0DJQSZJLR\"\n},\n {\n \"title\": \"Wenselon (616 pcs) Drywall Anchor Set for Cement Walls, Hollow Walls, Wood Walls and Brick Walls\",\n \"asin\": \"B0DC5B9FHF\"\n}\n ],\n \"search_results\": [\n {\"title\": \"KURUI Drywall Anchors and Screws Assortment Kit 270PCS, 135 Plastic Dry Wall Anchors and 135 Philips Flat Head Screws, 5 Sizes Wall Hanging Kit for Hanging Picture Frame, Shelf Brackets, Curtain Rod\", \"asin\": \"B08HDFNDRP\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"M.2 SSD Mounting Screws Kit,50PCS PCIE NVME M.2 Screws for M.2 NVME SSD Mounting\", \"asin\": \"B0D2Q3RGG9\", \"price\": \"$5.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"KURUI Drywall Anchors and Screws Assortment Kit 270PCS, 135 Plastic Dry Wall Anchors and 135 Philips Flat Head Screws, 5 Sizes Wall Hanging Kit for Hanging Picture Frame, Shelf Brackets, Curtain Rod\", \"asin\": \"B08HDFNDRP\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"High Hardness Drywall Screws Assortment Kit, 166 pcs, Coarse Thread, Phillips Drive, Black Wood Screws, Screws Assortment, Screws Set, 6 Sizes (3\\u201d,2\\u201d,1-1/2\\u201d,1-1/4\\u201d,1\\u201d,3/4\\u201d)\", \"asin\": \"B0C1SD9H1F\", \"price\": \"$7.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Universal TV Mounting Hardware Screw Kit Set with Box - M4 M5 M6 M8 Screws and Washers Spacers, Replacement Screws for TV VESA Mounting, Fits Most TV/Monitor up to 80 inch\", \"asin\": \"B0D46RZ8H7\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Mr. Pen- Wood Screws Assortment Kit, 152 pcs, Silver, Phillips Tips, Assorted Wood Screws, 6 Sizes (2\\u201d, 1-1/2\\u201d, 1-1/4\\u201d, 1\\u201d, 3/4\\u201d, 1/2\\u201d)\", \"asin\": \"B092LP684Q\", \"price\": \"$5.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"NVMe SATA M.2 2280 PCIe SSD Standoff Mounting m2 Screws Kit for ASUS\", \"asin\": \"B08Q8K5R8P\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"High Hardness Wood Screws Assortment Kit, 209 pcs, Phillips Drive Flat Head, Wood Screws, Screws, Drywall Screws, Assorted Screws, Screws Set, 6 Sizes (2\\u201d,1-1/2\\u201d,1-1/4\\u201d,1\\u201d,3/4\\u201d,1/2\\u201d)\", \"asin\": \"B0BRPQW3G9\", \"price\": \"$7.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"WALI Universal TV Mounting Hardware Kit Set Includes M4 M5 M6 M8 TV Screws and Spacer Fit Most TVs up to 80 inch (UVSP), Black\", \"asin\": \"B073WKR1QR\", \"price\": \"$12.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Bear Claw Screw Hanger Gold - 30lb Picture Hooks - 4-in-1 Picture Hanging Screws for D-Rings, Sawtooth, Wire and Keyholes - Mounts in Drywall and Wood Studs 30 Pack\", \"asin\": \"B0932BYWP7\", \"price\": \"$14.60\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"HongWay 370pcs Plastic Drywall Wall Anchors Kit with Screws, Includes 5 Different Assorted Size Anchors and Screws\", \"asin\": \"B07VS5QKBC\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"SGTKJSJS M.2 Screw Kit,NVMe Screw m.2 SSD Mounting Kit\\uff0cCompatible ASUS Motherboard\", \"asin\": \"B07Q3DLCJ4\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"KURUI Drywall Anchors Kit for Sheetrock Concrete Brick 350PCS, 175 Dry Wall Anchors and 175 Flat Head Screws, 5 Sizes Picture Hangers Assortment Set, Picture Hanging Anchors for Frame Curtain Rod Art\", \"asin\": \"B0D1MSBMDB\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"120Pcs #8 Self Drilling Drywall Anchors and Screws kit #8 x 1-1/4\\u201d- Superb Wall Anchors for Drywall, Holds Upto 75lbs \\u2013 No Drill Hole Required with These Dry Wall Screws and Anchors\", \"asin\": \"B0CC1YGYVK\", \"price\": \"$9.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"#8 Self Drilling Drywall Plastic Anchors with Screws - No Pre Drill Hole Preparation Required - 75 Lbs\", \"asin\": \"B0845YKDHV\", \"price\": \"$7.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"KURUI Drywall Screws Assortment Kit, #6 Black Wood Screws for Sheetrock,165pcs Picture Hanging Kit for Frame Painting Art Photo, Phillips Coarse Dry Wall Screw 4 Sizes 1\\\",1-1/4\\\",1-5/8\\\",2\\\"\", \"asin\": \"B0BHNK23GJ\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"ASTARON M.2 SSD Screws Kit, Nvme M2 Screws Suitable for ASUS MSI Gigabyte NGFF Motherboard\", \"asin\": \"B0B3J244BT\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"KURUI #8 Self Drilling Drywall Anchors, 100PCs Dry Wall Anchors and Screws Kit for Hanging Sheetrock, 50 Self-Tapping Plastic Drywall Hangers 50 Sheet Rock Screws, Heavy Duty 75LB Hanging\", \"asin\": \"B086ZK7RBF\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"PCIe NVMe M.2 SSD Mounting Screws Kit for Asus Gigabyte ASRock Msi Motherboards, 30pcs\", \"asin\": \"B08ZD81HDR\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Drywall Anchors and Screws Kit 142Pcs, Wall Anchors and Screws for Drywall, Including 5 Different Sizes\", \"asin\": \"B0BX6939H1\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Zinc Self-Drilling Drywall Anchors with Screws Kit, 25 Heavy Duty Metal Wall Anchors and 25#8 x 1-1/4'' Screws - 50 Pieces All Together\", \"asin\": \"B07CVT1N4M\", \"price\": \"$9.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"EEEEE Self Tapping Screws Assortment Kit 528pcs Assorted Screws Set SAE #4#6#8#10#12 Flat Head 304 Stainless Steel Screws Kit Sheet Metal Screws Kit,17 Types Phillips Drive Wood Screws Assortment\", \"asin\": \"B0D9MC2XX6\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:00:15.266Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:00:15.266Z
click_product
B07Q3DLCJ4
rule
2025-04-06T20:00:15.266Z
train
1,217
2025-04-06T20:00:15.266Z
click_product
B07Q3DLCJ4
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", 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50 Pieces All Together", "asin": "B07CVT1N4M", "price": "$9.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "EEEEE Self Tapping Screws Assortment Kit 528pcs Assorted Screws Set SAE #4#6#8#10#12 Flat Head 304 Stainless Steel Screws Kit Sheet Metal Screws Kit,17 Types Phillips Drive Wood Screws Assortment", "asin": "B0D9MC2XX6", "price": "$23.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T20:00:15.266Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click_product</answer_action><answer_argument>B07Q3DLCJ4</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click_product</answer_action><answer_argument>B07Q3DLCJ4</answer_argument>", "index": 1217, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", 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Stainless Steel Rust Proof License Plate Screws for Securing License Plates, Frames & Covers 4755299 3907444 A11719 (Set of 4)\", \"asin\": \"B09J1Q6LRX\", \"price\": \"$5.79\", \"quantity\": \"\"},\n {\"title\": \"KURUI Drywall Anchors and Screws Assortment Kit 270PCS, 135 Plastic Dry Wall Anchors and 135 Philips Flat Head Screws, 5 Sizes Wall Hanging Kit for Hanging Picture Frame, Shelf Brackets, Curtain Rod\", \"asin\": \"B08HDFNDRP\", \"price\": \"$9.99\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Wensilon (274 pcs) Plastic Drywall Wall Anchors Kit with Screws\\uff0c Concrete Screw kit Wall Anchor Set Suitable for Brick and Cement Walls\",\n \"asin\": \"B0DJQRNFN4\"\n},\n {\n \"title\": \"Self-Drilling Drywall Anchors Assortment Kit \\u2013 182 Pcs for Concrete, Drywall, and Sheetrock \\u2013 Heavy Duty Wall Anchors for Easy Installation, No Drill Bit Required\",\n \"asin\": \"B0DJQSZJLR\"\n},\n {\n \"title\": \"Wenselon (616 pcs) Drywall Anchor Set for Cement Walls, Hollow Walls, Wood Walls and Brick Walls\",\n \"asin\": \"B0DC5B9FHF\"\n}\n ],\n \"search_results\": [\n {\"title\": \"KURUI Drywall Anchors and Screws Assortment Kit 270PCS, 135 Plastic Dry Wall Anchors and 135 Philips Flat Head Screws, 5 Sizes Wall Hanging Kit for Hanging Picture Frame, Shelf Brackets, Curtain Rod\", \"asin\": \"B08HDFNDRP\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"M.2 SSD Mounting Screws Kit,50PCS PCIE NVME M.2 Screws for M.2 NVME SSD Mounting\", \"asin\": \"B0D2Q3RGG9\", \"price\": \"$5.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"KURUI Drywall Anchors and Screws Assortment Kit 270PCS, 135 Plastic Dry Wall Anchors and 135 Philips Flat Head Screws, 5 Sizes Wall Hanging Kit for Hanging Picture Frame, Shelf Brackets, Curtain Rod\", \"asin\": \"B08HDFNDRP\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"High Hardness Drywall Screws Assortment Kit, 166 pcs, Coarse Thread, Phillips Drive, Black Wood Screws, Screws Assortment, Screws Set, 6 Sizes (3\\u201d,2\\u201d,1-1/2\\u201d,1-1/4\\u201d,1\\u201d,3/4\\u201d)\", \"asin\": \"B0C1SD9H1F\", \"price\": \"$7.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Universal TV Mounting Hardware Screw Kit Set with Box - M4 M5 M6 M8 Screws and Washers Spacers, Replacement Screws for TV VESA Mounting, Fits Most TV/Monitor up to 80 inch\", \"asin\": \"B0D46RZ8H7\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Mr. Pen- Wood Screws Assortment Kit, 152 pcs, Silver, Phillips Tips, Assorted Wood Screws, 6 Sizes (2\\u201d, 1-1/2\\u201d, 1-1/4\\u201d, 1\\u201d, 3/4\\u201d, 1/2\\u201d)\", \"asin\": \"B092LP684Q\", \"price\": \"$5.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"NVMe SATA M.2 2280 PCIe SSD Standoff Mounting m2 Screws Kit for ASUS\", \"asin\": \"B08Q8K5R8P\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"High Hardness Wood Screws Assortment Kit, 209 pcs, Phillips Drive Flat Head, Wood Screws, Screws, Drywall Screws, Assorted Screws, Screws Set, 6 Sizes (2\\u201d,1-1/2\\u201d,1-1/4\\u201d,1\\u201d,3/4\\u201d,1/2\\u201d)\", \"asin\": \"B0BRPQW3G9\", \"price\": \"$7.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"WALI Universal TV Mounting Hardware Kit Set Includes M4 M5 M6 M8 TV Screws and Spacer Fit Most TVs up to 80 inch (UVSP), Black\", \"asin\": \"B073WKR1QR\", \"price\": \"$12.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Bear Claw Screw Hanger Gold - 30lb Picture Hooks - 4-in-1 Picture Hanging Screws for D-Rings, Sawtooth, Wire and Keyholes - Mounts in Drywall and Wood Studs 30 Pack\", \"asin\": \"B0932BYWP7\", \"price\": \"$14.60\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"HongWay 370pcs Plastic Drywall Wall Anchors Kit with Screws, Includes 5 Different Assorted Size Anchors and Screws\", \"asin\": \"B07VS5QKBC\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"SGTKJSJS M.2 Screw Kit,NVMe Screw m.2 SSD Mounting Kit\\uff0cCompatible ASUS Motherboard\", \"asin\": \"B07Q3DLCJ4\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"KURUI Drywall Anchors Kit for Sheetrock Concrete Brick 350PCS, 175 Dry Wall Anchors and 175 Flat Head Screws, 5 Sizes Picture Hangers Assortment Set, Picture Hanging Anchors for Frame Curtain Rod Art\", \"asin\": \"B0D1MSBMDB\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"120Pcs #8 Self Drilling Drywall Anchors and Screws kit #8 x 1-1/4\\u201d- Superb Wall Anchors for Drywall, Holds Upto 75lbs \\u2013 No Drill Hole Required with These Dry Wall Screws and Anchors\", \"asin\": \"B0CC1YGYVK\", \"price\": \"$9.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"#8 Self Drilling Drywall Plastic Anchors with Screws - No Pre Drill Hole Preparation Required - 75 Lbs\", \"asin\": \"B0845YKDHV\", \"price\": \"$7.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"KURUI Drywall Screws Assortment Kit, #6 Black Wood Screws for Sheetrock,165pcs Picture Hanging Kit for Frame Painting Art Photo, Phillips Coarse Dry Wall Screw 4 Sizes 1\\\",1-1/4\\\",1-5/8\\\",2\\\"\", \"asin\": \"B0BHNK23GJ\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"ASTARON M.2 SSD Screws Kit, Nvme M2 Screws Suitable for ASUS MSI Gigabyte NGFF Motherboard\", \"asin\": \"B0B3J244BT\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"KURUI #8 Self Drilling Drywall Anchors, 100PCs Dry Wall Anchors and Screws Kit for Hanging Sheetrock, 50 Self-Tapping Plastic Drywall Hangers 50 Sheet Rock Screws, Heavy Duty 75LB Hanging\", \"asin\": \"B086ZK7RBF\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"PCIe NVMe M.2 SSD Mounting Screws Kit for Asus Gigabyte ASRock Msi Motherboards, 30pcs\", \"asin\": \"B08ZD81HDR\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Drywall Anchors and Screws Kit 142Pcs, Wall Anchors and Screws for Drywall, Including 5 Different Sizes\", \"asin\": \"B0BX6939H1\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Zinc Self-Drilling Drywall Anchors with Screws Kit, 25 Heavy Duty Metal Wall Anchors and 25#8 x 1-1/4'' Screws - 50 Pieces All Together\", \"asin\": \"B07CVT1N4M\", \"price\": \"$9.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"EEEEE Self Tapping Screws Assortment Kit 528pcs Assorted Screws Set SAE #4#6#8#10#12 Flat Head 304 Stainless Steel Screws Kit Sheet Metal Screws Kit,17 Types Phillips Drive Wood Screws Assortment\", \"asin\": \"B0D9MC2XX6\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:00:15.266Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": 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11 AM on $25 of qualifying items\"},\n {\"title\": \"High Hardness Wood Screws Assortment Kit, 209 pcs, Phillips Drive Flat Head, Wood Screws, Screws, Drywall Screws, Assorted Screws, Screws Set, 6 Sizes (2\\u201d,1-1/2\\u201d,1-1/4\\u201d,1\\u201d,3/4\\u201d,1/2\\u201d)\", \"asin\": \"B0BRPQW3G9\", \"price\": \"$7.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Bear Claw Screw Hanger Gold - 30lb Picture Hooks - 4-in-1 Picture Hanging Screws for D-Rings, Sawtooth, Wire and Keyholes - Mounts in Drywall and Wood Studs 30 Pack\", \"asin\": \"B0932BYWP7\", \"price\": \"$14.60\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"HongWay 370pcs Plastic Drywall Wall Anchors Kit with Screws, Includes 5 Different Assorted Size Anchors and Screws\", \"asin\": \"B07VS5QKBC\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"NVMe SATA M.2 2280 PCIe SSD Standoff Mounting m2 Screws Kit for ASUS\", \"asin\": \"B08Q8K5R8P\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"KURUI Drywall Anchors Kit for Sheetrock Concrete Brick 350PCS, 175 Dry Wall Anchors and 175 Flat Head Screws, 5 Sizes Picture Hangers Assortment Set, Picture Hanging Anchors for Frame Curtain Rod Art\", \"asin\": \"B0D1MSBMDB\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"120Pcs #8 Self Drilling Drywall Anchors and Screws kit #8 x 1-1/4\\u201d- Superb Wall Anchors for Drywall, Holds Upto 75lbs \\u2013 No Drill Hole Required with These Dry Wall Screws and Anchors\", \"asin\": \"B0CC1YGYVK\", \"price\": \"$9.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"#8 Self Drilling Drywall Plastic Anchors with Screws - No Pre Drill Hole Preparation Required - 75 Lbs\", \"asin\": \"B0845YKDHV\", \"price\": \"$7.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"PCIe NVMe M.2 SSD Mounting Screws Kit for Asus Gigabyte ASRock Msi Motherboards, 30pcs\", \"asin\": \"B08ZD81HDR\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"M.2 Screw Kit, 633PCS NVMe Screw M.2 SSD Mounting Kit-M2 M2.5 M3 Black Carbon Steel Laptop Notebook Computer Set with Screwdriver for Asus Gigabyte MSI Motherboards Compatible with IBM/HP/Dell\", \"asin\": \"B0BZ46Q93Q\", \"price\": \"$8.43\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"KURUI Drywall Screws Assortment Kit, #6 Black Wood Screws for Sheetrock,165pcs Picture Hanging Kit for Frame Painting Art Photo, Phillips Coarse Dry Wall Screw 4 Sizes 1\\\",1-1/4\\\",1-5/8\\\",2\\\"\", \"asin\": \"B0BHNK23GJ\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"KURUI #8 Self Drilling Drywall Anchors, 100PCs Dry Wall Anchors and Screws Kit for Hanging Sheetrock, 50 Self-Tapping Plastic Drywall Hangers 50 Sheet Rock Screws, Heavy Duty 75LB Hanging\", \"asin\": \"B086ZK7RBF\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Drywall Anchors and Screws Kit 142Pcs, Wall Anchors and Screws for Drywall, Including 5 Different Sizes\", \"asin\": \"B0BX6939H1\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"92PCS Universal TV Mounting Hardware Screw Kit Set - M4 M5 M6 M8 Screws, Spacers and Washers for Most TV/Monitor VESA Mount, TV Mount Replacement Screws with Box up to 80\\\", Black\", \"asin\": \"B0DFWCMV2W\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Bolts, Nuts, and Washer Assortment Kit - 120 pcs Nuts and Bolts Assortment Kit, Nut Bolt and Washer Assortment, Bolt and Nut Assortment (Silver, 120)\", \"asin\": \"B0DP8LS4NY\", \"price\": \"$6.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:00:42.296Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:00:42.296Z
input
Standoff screws
rule
2025-04-06T20:00:42.296Z
train
1,218
2025-04-06T20:00:42.296Z
input
Standoff screws
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "mounting screws" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "promotion_items": [ {"title": "SGTKJSJS M.2 Screw Kit,NVMe Screw m.2 SSD Mounting Kit\uff0cCompatible ASUS Motherboard", "asin": "B07Q3DLCJ4", "price": "$4.99", "quantity": ""}, {"title": "M.2 Screw Kit, 633PCS NVMe Screw M.2 SSD Mounting Kit-M2 M2.5 M3 Black Carbon Steel Laptop Notebook Computer Set with Screwdriver for Asus Gigabyte MSI Motherboards Compatible with IBM/HP/Dell", "asin": "B0BZ46Q93Q", "price": "$8.43", "quantity": ""}, {"title": "EEEEE Self Tapping Screws Assortment Kit 528pcs Assorted Screws Set SAE #4#6#8#10#12 Flat Head 304 Stainless Steel Screws Kit Sheet Metal Screws Kit,17 Types Phillips Drive Wood Screws Assortment", "asin": "B0D9MC2XX6", "price": "$23.99", "quantity": ""}, {"title": "Bolts, Nuts, and Washer Assortment Kit - 120 pcs Nuts and Bolts Assortment Kit, Nut Bolt and Washer Assortment, Bolt and Nut Assortment (Silver, 120)", "asin": "B0DP8LS4NY", "price": "$6.29", "quantity": ""}, {"title": "M.2 SSD Screw Kit, M.2 Standoff and Screw Kit for Asus Gigabyte MSI PS5 Motherboards", "asin": "B0BVZ8NP63", "price": "$9.99", "quantity": ""}, {"title": "SGTKJSJS M.2 Screw Kit,NVMe Screw m.2 SSD Mounting Kit\uff0cCompatible ASUS Motherboard", "asin": "B07Q3DLCJ4", "price": "$4.99", "quantity": ""}, {"title": "KURUI Drywall Anchors and Screws Assortment Kit 270PCS, 135 Plastic Dry Wall Anchors and 135 Philips Flat Head Screws, 5 Sizes Wall Hanging Kit for Hanging Picture Frame, Shelf Brackets, Curtain Rod", "asin": "B08HDFNDRP", "price": "$9.99", "quantity": ""}, {"title": "License Plate Screws with Nylon Inserts - Stainless Steel Rust Proof License Plate Screws for Securing License Plates, Frames & Covers 4755299 3907444 A11719 (Set of 4)", "asin": "B09J1Q6LRX", "price": "$5.79", "quantity": ""}, {"title": "ASTARON M.2 SSD Screws Kit, Nvme M2 Screws Suitable for ASUS MSI Gigabyte NGFF Motherboard", "asin": "B0B3J244BT", "price": "$6.99", "quantity": ""}, {"title": "Universal TV Mounting Hardware Screw Kit Set with Box - M4 M5 M6 M8 Screws and Washers Spacers, Replacement Screws for TV VESA Mounting, Fits Most TV/Monitor up to 80 inch", "asin": "B0D46RZ8H7", "price": "$8.99", "quantity": ""} ], "ads": [ { "title": "Wensilon (274 pcs) Plastic Drywall Wall Anchors Kit with Screws\uff0c Concrete Screw kit Wall Anchor Set Suitable for Brick and Cement Walls", "asin": "B0DJQRNFN4" }, { "title": "Self-Drilling Drywall Anchors Assortment Kit \u2013 182 Pcs for Concrete, Drywall, and Sheetrock \u2013 Heavy Duty Wall Anchors for Easy Installation, No Drill Bit Required", "asin": "B0DJQSZJLR" }, { "title": "Wenselon (616 pcs) Drywall Anchor Set for Cement Walls, Hollow Walls, Wood Walls and Brick Walls", "asin": "B0DC5B9FHF" } ], "search_results": [ {"title": "KURUI Drywall Anchors and Screws Assortment Kit 270PCS, 135 Plastic Dry Wall Anchors and 135 Philips Flat Head Screws, 5 Sizes Wall Hanging Kit for Hanging Picture Frame, Shelf Brackets, Curtain Rod", "asin": "B08HDFNDRP", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "M.2 SSD Mounting Screws Kit,50PCS PCIE NVME M.2 Screws for M.2 NVME SSD Mounting", "asin": "B0D2Q3RGG9", "price": "$5.29", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "KURUI Drywall Anchors and Screws Assortment Kit 270PCS, 135 Plastic Dry Wall Anchors and 135 Philips Flat Head Screws, 5 Sizes Wall Hanging Kit for Hanging Picture Frame, Shelf Brackets, Curtain Rod", "asin": "B08HDFNDRP", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Universal TV Mounting Hardware Screw Kit Set with Box - M4 M5 M6 M8 Screws and Washers Spacers, Replacement Screws for TV VESA Mounting, Fits Most TV/Monitor up to 80 inch", "asin": "B0D46RZ8H7", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "High Hardness Drywall Screws Assortment Kit, 166 pcs, Coarse Thread, Phillips Drive, Black Wood Screws, Screws Assortment, Screws Set, 6 Sizes (3\u201d,2\u201d,1-1/2\u201d,1-1/4\u201d,1\u201d,3/4\u201d)", "asin": "B0C1SD9H1F", "price": "$7.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Mr. Pen- Wood Screws Assortment Kit, 152 pcs, Silver, Phillips Tips, Assorted Wood Screws, 6 Sizes (2\u201d, 1-1/2\u201d, 1-1/4\u201d, 1\u201d, 3/4\u201d, 1/2\u201d)", "asin": "B092LP684Q", "price": "$5.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "SGTKJSJS M.2 Screw Kit,NVMe Screw m.2 SSD Mounting Kit\uff0cCompatible ASUS Motherboard", "asin": "B07Q3DLCJ4", "price": "$4.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "WALI Universal TV Mounting Hardware Kit Set Includes M4 M5 M6 M8 TV Screws and Spacer Fit Most TVs up to 80 inch (UVSP), Black", "asin": "B073WKR1QR", "price": "$12.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "High Hardness Wood Screws Assortment Kit, 209 pcs, Phillips Drive Flat Head, Wood Screws, Screws, Drywall Screws, Assorted Screws, Screws Set, 6 Sizes (2\u201d,1-1/2\u201d,1-1/4\u201d,1\u201d,3/4\u201d,1/2\u201d)", "asin": "B0BRPQW3G9", "price": "$7.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Bear Claw Screw Hanger Gold - 30lb Picture Hooks - 4-in-1 Picture Hanging Screws for D-Rings, Sawtooth, Wire and Keyholes - Mounts in Drywall and Wood Studs 30 Pack", "asin": "B0932BYWP7", "price": "$14.60", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "HongWay 370pcs Plastic Drywall Wall Anchors Kit with Screws, Includes 5 Different Assorted Size Anchors and Screws", "asin": "B07VS5QKBC", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "NVMe SATA M.2 2280 PCIe SSD Standoff Mounting m2 Screws Kit for ASUS", "asin": "B08Q8K5R8P", "price": "$4.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "KURUI Drywall Anchors Kit for Sheetrock Concrete Brick 350PCS, 175 Dry Wall Anchors and 175 Flat Head Screws, 5 Sizes Picture Hangers Assortment Set, Picture Hanging Anchors for Frame Curtain Rod Art", "asin": "B0D1MSBMDB", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "120Pcs #8 Self Drilling Drywall Anchors and Screws kit #8 x 1-1/4\u201d- Superb Wall Anchors for Drywall, Holds Upto 75lbs \u2013 No Drill Hole Required with These Dry Wall Screws and Anchors", "asin": "B0CC1YGYVK", "price": "$9.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "#8 Self Drilling Drywall Plastic Anchors with Screws - No Pre Drill Hole Preparation Required - 75 Lbs", "asin": "B0845YKDHV", "price": "$7.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "PCIe NVMe M.2 SSD Mounting Screws Kit for Asus Gigabyte ASRock Msi Motherboards, 30pcs", "asin": "B08ZD81HDR", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "M.2 Screw Kit, 633PCS NVMe Screw M.2 SSD Mounting Kit-M2 M2.5 M3 Black Carbon Steel Laptop Notebook Computer Set with Screwdriver for Asus Gigabyte MSI Motherboards Compatible with IBM/HP/Dell", "asin": "B0BZ46Q93Q", "price": "$8.43", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "KURUI Drywall Screws Assortment Kit, #6 Black Wood Screws for Sheetrock,165pcs Picture Hanging Kit for Frame Painting Art Photo, Phillips Coarse Dry Wall Screw 4 Sizes 1\",1-1/4\",1-5/8\",2\"", "asin": "B0BHNK23GJ", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "KURUI #8 Self Drilling Drywall Anchors, 100PCs Dry Wall Anchors and Screws Kit for Hanging Sheetrock, 50 Self-Tapping Plastic Drywall Hangers 50 Sheet Rock Screws, Heavy Duty 75LB Hanging", "asin": "B086ZK7RBF", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Drywall Anchors and Screws Kit 142Pcs, Wall Anchors and Screws for Drywall, Including 5 Different Sizes", "asin": "B0BX6939H1", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "92PCS Universal TV Mounting Hardware Screw Kit Set - M4 M5 M6 M8 Screws, Spacers and Washers for Most TV/Monitor VESA Mount, TV Mount Replacement Screws with Box up to 80\", Black", "asin": "B0DFWCMV2W", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Bolts, Nuts, and Washer Assortment Kit - 120 pcs Nuts and Bolts Assortment Kit, Nut Bolt and Washer Assortment, Bolt and Nut Assortment (Silver, 120)", "asin": "B0DP8LS4NY", "price": "$6.29", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T20:00:42.296Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>input</answer_action><answer_argument>Standoff screws</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>input</answer_action><answer_argument>Standoff screws</answer_argument>", "index": 1218, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"mounting screws\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"SGTKJSJS M.2 Screw Kit,NVMe Screw m.2 SSD Mounting Kit\\uff0cCompatible ASUS Motherboard\", \"asin\": \"B07Q3DLCJ4\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"M.2 Screw Kit, 633PCS NVMe Screw M.2 SSD Mounting Kit-M2 M2.5 M3 Black Carbon Steel Laptop Notebook Computer Set with Screwdriver for Asus Gigabyte MSI Motherboards Compatible with IBM/HP/Dell\", \"asin\": \"B0BZ46Q93Q\", \"price\": \"$8.43\", \"quantity\": \"\"},\n {\"title\": \"EEEEE Self Tapping Screws Assortment Kit 528pcs Assorted Screws Set SAE #4#6#8#10#12 Flat Head 304 Stainless Steel Screws Kit Sheet Metal Screws Kit,17 Types Phillips Drive Wood Screws Assortment\", \"asin\": \"B0D9MC2XX6\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Bolts, Nuts, and Washer Assortment Kit - 120 pcs Nuts and Bolts Assortment Kit, Nut Bolt and Washer Assortment, Bolt and Nut Assortment (Silver, 120)\", \"asin\": \"B0DP8LS4NY\", \"price\": \"$6.29\", \"quantity\": \"\"},\n {\"title\": \"M.2 SSD Screw Kit, M.2 Standoff and Screw Kit for Asus Gigabyte MSI PS5 Motherboards\", \"asin\": \"B0BVZ8NP63\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"SGTKJSJS M.2 Screw Kit,NVMe Screw m.2 SSD Mounting Kit\\uff0cCompatible ASUS Motherboard\", \"asin\": \"B07Q3DLCJ4\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"KURUI Drywall Anchors and Screws Assortment Kit 270PCS, 135 Plastic Dry Wall Anchors and 135 Philips Flat Head Screws, 5 Sizes Wall Hanging Kit for Hanging Picture Frame, Shelf Brackets, Curtain Rod\", \"asin\": \"B08HDFNDRP\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"License Plate Screws with Nylon Inserts - Stainless Steel Rust Proof License Plate Screws for Securing License Plates, Frames & Covers 4755299 3907444 A11719 (Set of 4)\", \"asin\": \"B09J1Q6LRX\", \"price\": \"$5.79\", \"quantity\": \"\"},\n {\"title\": \"ASTARON M.2 SSD Screws Kit, Nvme M2 Screws Suitable for ASUS MSI Gigabyte NGFF Motherboard\", \"asin\": \"B0B3J244BT\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Universal TV Mounting Hardware Screw Kit Set with Box - M4 M5 M6 M8 Screws and Washers Spacers, Replacement Screws for TV VESA Mounting, Fits Most TV/Monitor up to 80 inch\", \"asin\": \"B0D46RZ8H7\", \"price\": \"$8.99\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Wensilon (274 pcs) Plastic Drywall Wall Anchors Kit with Screws\\uff0c Concrete Screw kit Wall Anchor Set Suitable for Brick and Cement Walls\",\n \"asin\": \"B0DJQRNFN4\"\n},\n {\n \"title\": \"Self-Drilling Drywall Anchors Assortment Kit \\u2013 182 Pcs for Concrete, Drywall, and Sheetrock \\u2013 Heavy Duty Wall Anchors for Easy Installation, No Drill Bit Required\",\n \"asin\": \"B0DJQSZJLR\"\n},\n {\n \"title\": \"Wenselon (616 pcs) Drywall Anchor Set for Cement Walls, Hollow Walls, Wood Walls and Brick Walls\",\n \"asin\": \"B0DC5B9FHF\"\n}\n ],\n \"search_results\": [\n {\"title\": \"KURUI Drywall Anchors and Screws Assortment Kit 270PCS, 135 Plastic Dry Wall Anchors and 135 Philips Flat Head Screws, 5 Sizes Wall Hanging Kit for Hanging Picture Frame, Shelf Brackets, Curtain Rod\", \"asin\": \"B08HDFNDRP\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"M.2 SSD Mounting Screws Kit,50PCS PCIE NVME M.2 Screws for M.2 NVME SSD Mounting\", \"asin\": \"B0D2Q3RGG9\", \"price\": \"$5.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"KURUI Drywall Anchors and Screws Assortment Kit 270PCS, 135 Plastic Dry Wall Anchors and 135 Philips Flat Head Screws, 5 Sizes Wall Hanging Kit for Hanging Picture Frame, Shelf Brackets, Curtain Rod\", \"asin\": \"B08HDFNDRP\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Universal TV Mounting Hardware Screw Kit Set with Box - M4 M5 M6 M8 Screws and Washers Spacers, Replacement Screws for TV VESA Mounting, Fits Most TV/Monitor up to 80 inch\", \"asin\": \"B0D46RZ8H7\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"High Hardness Drywall Screws Assortment Kit, 166 pcs, Coarse Thread, Phillips Drive, Black Wood Screws, Screws Assortment, Screws Set, 6 Sizes (3\\u201d,2\\u201d,1-1/2\\u201d,1-1/4\\u201d,1\\u201d,3/4\\u201d)\", \"asin\": \"B0C1SD9H1F\", \"price\": \"$7.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Mr. Pen- Wood Screws Assortment Kit, 152 pcs, Silver, Phillips Tips, Assorted Wood Screws, 6 Sizes (2\\u201d, 1-1/2\\u201d, 1-1/4\\u201d, 1\\u201d, 3/4\\u201d, 1/2\\u201d)\", \"asin\": \"B092LP684Q\", \"price\": \"$5.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"SGTKJSJS M.2 Screw Kit,NVMe Screw m.2 SSD Mounting Kit\\uff0cCompatible ASUS Motherboard\", \"asin\": \"B07Q3DLCJ4\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"WALI Universal TV Mounting Hardware Kit Set Includes M4 M5 M6 M8 TV Screws and Spacer Fit Most TVs up to 80 inch (UVSP), Black\", \"asin\": \"B073WKR1QR\", \"price\": \"$12.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"High Hardness Wood Screws Assortment Kit, 209 pcs, Phillips Drive Flat Head, Wood Screws, Screws, Drywall Screws, Assorted Screws, Screws Set, 6 Sizes (2\\u201d,1-1/2\\u201d,1-1/4\\u201d,1\\u201d,3/4\\u201d,1/2\\u201d)\", \"asin\": \"B0BRPQW3G9\", \"price\": \"$7.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Bear Claw Screw Hanger Gold - 30lb Picture Hooks - 4-in-1 Picture Hanging Screws for D-Rings, Sawtooth, Wire and Keyholes - Mounts in Drywall and Wood Studs 30 Pack\", \"asin\": \"B0932BYWP7\", \"price\": \"$14.60\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"HongWay 370pcs Plastic Drywall Wall Anchors Kit with Screws, Includes 5 Different Assorted Size Anchors and Screws\", \"asin\": \"B07VS5QKBC\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"NVMe SATA M.2 2280 PCIe SSD Standoff Mounting m2 Screws Kit for ASUS\", \"asin\": \"B08Q8K5R8P\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"KURUI Drywall Anchors Kit for Sheetrock Concrete Brick 350PCS, 175 Dry Wall Anchors and 175 Flat Head Screws, 5 Sizes Picture Hangers Assortment Set, Picture Hanging Anchors for Frame Curtain Rod Art\", \"asin\": \"B0D1MSBMDB\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"120Pcs #8 Self Drilling Drywall Anchors and Screws kit #8 x 1-1/4\\u201d- Superb Wall Anchors for Drywall, Holds Upto 75lbs \\u2013 No Drill Hole Required with These Dry Wall Screws and Anchors\", \"asin\": \"B0CC1YGYVK\", \"price\": \"$9.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"#8 Self Drilling Drywall Plastic Anchors with Screws - No Pre Drill Hole Preparation Required - 75 Lbs\", \"asin\": \"B0845YKDHV\", \"price\": \"$7.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"PCIe NVMe M.2 SSD Mounting Screws Kit for Asus Gigabyte ASRock Msi Motherboards, 30pcs\", \"asin\": \"B08ZD81HDR\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"M.2 Screw Kit, 633PCS NVMe Screw M.2 SSD Mounting Kit-M2 M2.5 M3 Black Carbon Steel Laptop Notebook Computer Set with Screwdriver for Asus Gigabyte MSI Motherboards Compatible with IBM/HP/Dell\", \"asin\": \"B0BZ46Q93Q\", \"price\": \"$8.43\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"KURUI Drywall Screws Assortment Kit, #6 Black Wood Screws for Sheetrock,165pcs Picture Hanging Kit for Frame Painting Art Photo, Phillips Coarse Dry Wall Screw 4 Sizes 1\\\",1-1/4\\\",1-5/8\\\",2\\\"\", \"asin\": \"B0BHNK23GJ\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"KURUI #8 Self Drilling Drywall Anchors, 100PCs Dry Wall Anchors and Screws Kit for Hanging Sheetrock, 50 Self-Tapping Plastic Drywall Hangers 50 Sheet Rock Screws, Heavy Duty 75LB Hanging\", \"asin\": \"B086ZK7RBF\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Drywall Anchors and Screws Kit 142Pcs, Wall Anchors and Screws for Drywall, Including 5 Different Sizes\", \"asin\": \"B0BX6939H1\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"92PCS Universal TV Mounting Hardware Screw Kit Set - M4 M5 M6 M8 Screws, Spacers and Washers for Most TV/Monitor VESA Mount, TV Mount Replacement Screws with Box up to 80\\\", Black\", \"asin\": \"B0DFWCMV2W\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Bolts, Nuts, and Washer Assortment Kit - 120 pcs Nuts and Bolts Assortment Kit, Nut Bolt and Washer Assortment, Bolt and Nut Assortment (Silver, 120)\", \"asin\": \"B0DP8LS4NY\", \"price\": \"$6.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:00:42.296Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": 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\"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": 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\"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"Spacers\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"uxcell M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 50pcs\", \"asin\": \"B08F28SLW6\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"LBY 290pcs Male Female Hex Brass Spacer Standoff Screw Nut Assortment Kit, M2.5 Motherboard Standoffs, 10 Sizes (with Screws & Nuts), Copper (Yellow)\", \"asin\": \"B09H4GL4GC\", \"price\": \"$15.89\", \"quantity\": \"\"},\n {\"title\": \"50PCS M3x6+6mm Male to M3 Female Hex Head PCB Standoffs Spacers 12mm Length\", \"asin\": \"B073XNGNQX\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"100Pcs M3 x 12mm + 6mm Male to Female Thread Nylon Plastic Hexagon Standoff Spacer Pillars Black\", \"asin\": \"B083GLXX26\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"uxcell 4#-40 6+6mm F/M Brass Hex Standoff Spacer Screws PCB Pillar Nickel Plated 100 Pcs\", \"asin\": \"B07KWV579B\", \"price\": \"$9.69\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"uxcell M3x15mm Female-Female Hex Nickel Plated PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 50pcs\", \"asin\": \"B08F29TM78\", \"price\": \"$11.09\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 6 left in stock - order soon.\"},\n {\"title\": \"uxcell M3x7mm+3mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 20pcs\", \"asin\": \"B08F2F44NX\", \"price\": \"$6.29\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 2 left in stock - order soon.\"},\n {\"title\": \"320Pcs M3 Motherboard Standoffs&Screws&Nuts Kit, Hex Male-Female Brass Spacer Standoffs, Laptop Screws for DIY Computer Build, Electronic Projects, Raspberry Pi, Circuit Board etc.\", \"asin\": \"B06Y5TJXY1\", \"price\": \"$14.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Black ABS Round Washers ID 6.2mm,OD 11mm, 3mm 4mm 5mm 6mm 8mm 10mm 15mm 18mm 20mm Length, Assortment Kit, Non-Threaded, Suitable for M6 Screws Hardware Spacer Bracket\", \"asin\": \"B0B5R5DCV8\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"320 Pcs Electrical Outlet Screws Spacers, Black Nylon Round Spacer Assortment Kit, Plastic Spacers Without Threaded, Switch and Receptacle Spacers for Screws\", \"asin\": \"B0BKFYFXWR\", \"price\": \"$6.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"600PCS M3 Male Female Nylon Hex Spacer Standoffs Screws Nuts, Motherboard Standoffs and Screws Assortment Kit, Threaded Pillar for Circuit Board PCB Motherboard (Black)\", \"asin\": \"B0CBPGKDP4\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"M3 Hex Carbon Steel Standoff,180 Pcs M3 Male Female Metric Thread Mount Spacer Screw Nut Bolt Motherboard Spacer Accessories for PCB, Quadcopter Drone,Computer & Circuit Board Assortment Kit\", \"asin\": \"B08FZKLYSB\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"422 Pieces M2 M3 M4 Male Female Hex Brass Spacers Standoffs Screws Nuts Assortment Kit, Threaded Pillar for Printed Circuit Board Motherboard\", \"asin\": \"B0B7SMRMRM\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"160PCS M2.5 Brass Spacer Standoff/Stainless Steel Screw/Nut Assortment Kit,Male-Female\", \"asin\": \"B01L06CUJG\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"421 Pieces M2.5 M3 M4 Male Female Hex Brass Standoffs Spacers Screws Nuts Kit, Kindroufly Brass Standoffs Assortment Kit for PCB Motherboard\", \"asin\": \"B0B3Y767XC\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"10 Pcs Stainless Steel Single Head Stud Hex Standoff Spacers Male to Female Thread 10mm 15mm 20mm 30mm 40mm M6 x M6 for PCB Hexagonal Fasteners Hardware Accessories\", \"asin\": \"B09W61R31H\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"uxcell M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 50pcs\", \"asin\": \"B08F28SLW6\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"uxcell 50 Piece M3 x 10 mm Female Thread Brass Pillar Hexagon Nut Standoff Spacer\", \"asin\": \"B00NQ87PVK\", \"price\": \"$7.81\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"350PCS M3 Black Male Female Nylon Hex Spacer Standoff Screw Nut Set Assortment Kit (Black) for PCB Motherboard Circuit Board\", \"asin\": \"B0BXT71WJK\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"Small Parts 140806HFA Aluminum Female Threaded Hex Standoff, 1/4\\\" Hex Size, 1/2\\\" Length, 6-32 Thread Size (Pack of 25)\", \"asin\": \"B07K38CV8X\", \"price\": \"$7.27\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Small Parts 310806HMA Aluminum Male-Female Threaded Hex Standoff, 5/16\\\" Hex Size, 1/2\\\" Length, 6-32 Thread Size (Pack of 25)\", \"asin\": \"B07K35LV62\", \"price\": \"$9.70\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"uxcell M2.5x20mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 100pcs\", \"asin\": \"B08F1QXBQY\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 2 left in stock - order soon.\"},\n {\"title\": \"uxcell a15060200ux0456 M3 10+6mm Male Female Thread Nylon Hex Standoff Spacer Pillar (Pack of 50)\", \"asin\": \"B013G1QSNW\", \"price\": \"$7.58\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Lystaii 320pcs M3 Nylon Hex Spacer Standoff Kit Male Female Screw Nut Threaded Pillar Hex Standoff PCB Motherboard Circuit Board Standoffs Mounting Hardware Spacer Assortment Kit (Black)\", \"asin\": \"B08LPYR49C\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"420 Pieces M2 M2.5 M3 Male Female Hex Brass Spacers Standoffs Screws Nuts Assortment Kit with a Tweezers\", \"asin\": \"B098XTWYVS\", \"price\": \"$22.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"210 Pieces Hex Standoff Spacers M4 Carbon Steel Male Female Metric Thread Spacer Motherboard Prototyping Accessories for PCB, Quad Copter Drone, Computer & Circuit Board Assortment Kit\", \"asin\": \"B0BB6S86YZ\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"uxcell M3x15mm+6mm Male-Female Hex Nickel Plated PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board Silver Tone 50pcs\", \"asin\": \"B08F2C9NQ3\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sun, Apr 13 for Prime members Only 2 left in stock - order soon.\"},\n {\"title\": \"uxcell M6x20mm+8mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 10pcs\", \"asin\": \"B08F1YL8MK\", \"price\": \"$13.79\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"uxcell 50 Pieces M3 9+4mm Hex Standoff Spacer Male to Female Thread Brass Spacer Standoff Hexagonal Spacers Standoffs Screws Nuts for PC PCB Motherboard\", \"asin\": \"B00MJU8PME\", \"price\": \"$7.07\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"M3 Brass Hex Spacer Standoffs Screw Nut Assortment Kit;Male-Female\", \"asin\": \"B074WB7CYZ\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"M3 Hex Male Female Brass Spacers Standoffs Screws Nuts Assortment Kit,120 Pcs M3 Hexagon Threaded Pillar,Hexagonal PCB Motherboard Spacer Bolt Screw Nut Assortment Kit Mounting for PCB,Circuit Board\", \"asin\": \"B06XQ33Y9X\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"uxcell M3x8mm Nylon Hex Spacer Standoff Pillar Female Screw Nut Black 50Pcs\", \"asin\": \"B016ENWF9K\", \"price\": \"$8.74\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Only 17 left in stock (more on the way).\"},\n {\"title\": \"Nylon #6-32 2.5 inch Female - Female Hex Standoff PCB Threaded Spacer 6 PCS\", \"asin\": \"B07CJG686X\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Only 1 left in stock - order soon.\"},\n {\"title\": \"Sourcingmap 10 Pieces 6+4mm M3 Standoff Spacers Male Female Hex Brass Spacer Standoff Screw Nut Threaded\", \"asin\": \"B00MJUA2BQ\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"EEEEE (M2 M2.5 M3 M4) 572pcs Standoff Kit Standoff Screws Motherboard Circuit Board Standoff Assortment Nuts Male Female Hex Brass spacers & standoffs PCB standoffs Assortment Hex Spacer\", \"asin\": \"B0B57DQZHF\", \"price\": \"$23.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:02:03.608Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:02:03.608Z
click_product
B08F28SLW6
rule
2025-04-06T20:02:03.608Z
train
1,219
2025-04-06T20:02:03.608Z
click_product
B08F28SLW6
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 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11 AM on $25 of qualifying items"}, {"title": "421 Pieces M2.5 M3 M4 Male Female Hex Brass Standoffs Spacers Screws Nuts Kit, Kindroufly Brass Standoffs Assortment Kit for PCB Motherboard", "asin": "B0B3Y767XC", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "10 Pcs Stainless Steel Single Head Stud Hex Standoff Spacers Male to Female Thread 10mm 15mm 20mm 30mm 40mm M6 x M6 for PCB Hexagonal Fasteners Hardware Accessories", "asin": "B09W61R31H", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "uxcell M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 50pcs", "asin": "B08F28SLW6", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "uxcell 50 Piece M3 x 10 mm Female Thread Brass Pillar Hexagon Nut Standoff Spacer", "asin": "B00NQ87PVK", "price": "$7.81", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "350PCS M3 Black Male Female Nylon Hex Spacer Standoff Screw Nut Set Assortment Kit (Black) for PCB Motherboard Circuit Board", "asin": "B0BXT71WJK", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Small Parts 140806HFA Aluminum Female Threaded Hex Standoff, 1/4\" Hex Size, 1/2\" Length, 6-32 Thread Size (Pack of 25)", "asin": "B07K38CV8X", "price": "$7.27", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Small Parts 310806HMA Aluminum Male-Female Threaded Hex Standoff, 5/16\" Hex Size, 1/2\" Length, 6-32 Thread Size (Pack of 25)", "asin": "B07K35LV62", "price": "$9.70", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "uxcell M2.5x20mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 100pcs", "asin": "B08F1QXBQY", "price": "$17.99", "delivery": " Two-Day FREE delivery Tue, Apr 8 Only 2 left in stock - order soon."}, {"title": "uxcell a15060200ux0456 M3 10+6mm Male Female Thread Nylon Hex Standoff Spacer Pillar (Pack of 50)", "asin": "B013G1QSNW", "price": "$7.58", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Lystaii 320pcs M3 Nylon Hex Spacer Standoff Kit Male Female Screw Nut Threaded Pillar Hex Standoff PCB Motherboard Circuit Board Standoffs Mounting Hardware Spacer Assortment Kit (Black)", "asin": "B08LPYR49C", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "420 Pieces M2 M2.5 M3 Male Female Hex Brass Spacers Standoffs Screws Nuts Assortment Kit with a Tweezers", "asin": "B098XTWYVS", "price": "$22.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "210 Pieces Hex Standoff Spacers M4 Carbon Steel Male Female Metric Thread Spacer Motherboard Prototyping Accessories for PCB, Quad Copter Drone, Computer & Circuit Board Assortment Kit", "asin": "B0BB6S86YZ", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "uxcell M3x15mm+6mm Male-Female Hex Nickel Plated PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board Silver Tone 50pcs", "asin": "B08F2C9NQ3", "price": "$9.99", "delivery": "FREE delivery Sun, Apr 13 for Prime members Only 2 left in stock - order soon."}, {"title": "uxcell M6x20mm+8mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 10pcs", "asin": "B08F1YL8MK", "price": "$13.79", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "uxcell 50 Pieces M3 9+4mm Hex Standoff Spacer Male to Female Thread Brass Spacer Standoff Hexagonal Spacers Standoffs Screws Nuts for PC PCB Motherboard", "asin": "B00MJU8PME", "price": "$7.07", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "M3 Brass Hex Spacer Standoffs Screw Nut Assortment Kit;Male-Female", "asin": "B074WB7CYZ", "price": "$10.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "M3 Hex Male Female Brass Spacers Standoffs Screws Nuts Assortment Kit,120 Pcs M3 Hexagon Threaded Pillar,Hexagonal PCB Motherboard Spacer Bolt Screw Nut Assortment Kit Mounting for PCB,Circuit Board", "asin": "B06XQ33Y9X", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "uxcell M3x8mm Nylon Hex Spacer Standoff Pillar Female Screw Nut Black 50Pcs", "asin": "B016ENWF9K", "price": "$8.74", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Only 17 left in stock (more on the way)."}, {"title": "Nylon #6-32 2.5 inch Female - Female Hex Standoff PCB Threaded Spacer 6 PCS", "asin": "B07CJG686X", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Only 1 left in stock - order soon."}, {"title": "Sourcingmap 10 Pieces 6+4mm M3 Standoff Spacers Male Female Hex Brass Spacer Standoff Screw Nut Threaded", "asin": "B00MJUA2BQ", "price": "$4.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "EEEEE (M2 M2.5 M3 M4) 572pcs Standoff Kit Standoff Screws Motherboard Circuit Board Standoff Assortment Nuts Male Female Hex Brass spacers & standoffs PCB standoffs Assortment Hex Spacer", "asin": "B0B57DQZHF", "price": "$23.00", "delivery": " Two-Day FREE delivery Tue, Apr 8"} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T20:02:03.608Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click_product</answer_action><answer_argument>B08F28SLW6</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click_product</answer_action><answer_argument>B08F28SLW6</answer_argument>", "index": 1219, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": 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order soon.\"},\n {\"title\": \"uxcell a15060200ux0456 M3 10+6mm Male Female Thread Nylon Hex Standoff Spacer Pillar (Pack of 50)\", \"asin\": \"B013G1QSNW\", \"price\": \"$7.58\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Lystaii 320pcs M3 Nylon Hex Spacer Standoff Kit Male Female Screw Nut Threaded Pillar Hex Standoff PCB Motherboard Circuit Board Standoffs Mounting Hardware Spacer Assortment Kit (Black)\", \"asin\": \"B08LPYR49C\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"420 Pieces M2 M2.5 M3 Male Female Hex Brass Spacers Standoffs Screws Nuts Assortment Kit with a Tweezers\", \"asin\": \"B098XTWYVS\", \"price\": \"$22.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"210 Pieces Hex Standoff Spacers M4 Carbon Steel Male Female Metric Thread Spacer Motherboard Prototyping Accessories for PCB, Quad Copter Drone, Computer & Circuit Board Assortment Kit\", \"asin\": \"B0BB6S86YZ\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"uxcell M3x15mm+6mm Male-Female Hex Nickel Plated PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board Silver Tone 50pcs\", \"asin\": \"B08F2C9NQ3\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sun, Apr 13 for Prime members Only 2 left in stock - order soon.\"},\n {\"title\": \"uxcell M6x20mm+8mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 10pcs\", \"asin\": \"B08F1YL8MK\", \"price\": \"$13.79\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"uxcell 50 Pieces M3 9+4mm Hex Standoff Spacer Male to Female Thread Brass Spacer Standoff Hexagonal Spacers Standoffs Screws Nuts for PC PCB Motherboard\", \"asin\": \"B00MJU8PME\", \"price\": \"$7.07\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"M3 Brass Hex Spacer Standoffs Screw Nut Assortment Kit;Male-Female\", \"asin\": \"B074WB7CYZ\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"M3 Hex Male Female Brass Spacers Standoffs Screws Nuts Assortment Kit,120 Pcs M3 Hexagon Threaded Pillar,Hexagonal PCB Motherboard Spacer Bolt Screw Nut Assortment Kit Mounting for PCB,Circuit Board\", \"asin\": \"B06XQ33Y9X\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"uxcell M3x8mm Nylon Hex Spacer Standoff Pillar Female Screw Nut Black 50Pcs\", \"asin\": \"B016ENWF9K\", \"price\": \"$8.74\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Only 17 left in stock (more on the way).\"},\n {\"title\": \"Nylon #6-32 2.5 inch Female - Female Hex Standoff PCB Threaded Spacer 6 PCS\", \"asin\": \"B07CJG686X\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Only 1 left in stock - order soon.\"},\n {\"title\": \"Sourcingmap 10 Pieces 6+4mm M3 Standoff Spacers Male Female Hex Brass Spacer Standoff Screw Nut Threaded\", \"asin\": \"B00MJUA2BQ\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"EEEEE (M2 M2.5 M3 M4) 572pcs Standoff Kit Standoff Screws Motherboard Circuit Board Standoff Assortment Nuts Male Female Hex Brass spacers & standoffs PCB standoffs Assortment Hex Spacer\", \"asin\": \"B0B57DQZHF\", \"price\": \"$23.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:02:03.608Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"Spacers\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"search_results\": [\n {\"title\": \"uxcell M3x15mm Female-Female Hex Nickel Plated PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 50pcs\", \"asin\": \"B08F29TM78\", \"price\": \"$11.09\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 6 left in stock - order soon.\"},\n {\"title\": \"uxcell M3x7mm+3mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 20pcs\", \"asin\": \"B08F2F44NX\", \"price\": \"$6.29\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 2 left in stock - order soon.\"},\n {\"title\": \"320Pcs M3 Motherboard Standoffs&Screws&Nuts Kit, Hex Male-Female Brass Spacer Standoffs, Laptop Screws for DIY Computer Build, Electronic Projects, Raspberry Pi, Circuit Board etc.\", \"asin\": \"B06Y5TJXY1\", \"price\": \"$14.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"600PCS M3 Male Female Nylon Hex Spacer Standoffs Screws Nuts, Motherboard Standoffs and Screws Assortment Kit, Threaded Pillar for Circuit Board PCB Motherboard (Black)\", \"asin\": \"B0CBPGKDP4\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Black ABS Round Washers ID 6.2mm,OD 11mm, 3mm 4mm 5mm 6mm 8mm 10mm 15mm 18mm 20mm Length, Assortment Kit, Non-Threaded, Suitable for M6 Screws Hardware Spacer Bracket\", \"asin\": \"B0B5R5DCV8\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"320 Pcs Electrical Outlet Screws Spacers, Black Nylon Round Spacer Assortment Kit, Plastic Spacers Without Threaded, Switch and Receptacle Spacers for Screws\", \"asin\": \"B0BKFYFXWR\", \"price\": \"$6.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"uxcell M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 50pcs\", \"asin\": \"B08F28SLW6\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"M3 Hex Carbon Steel Standoff,180 Pcs M3 Male Female Metric Thread Mount Spacer Screw Nut Bolt Motherboard Spacer Accessories for PCB, Quadcopter Drone,Computer & Circuit Board Assortment Kit\", \"asin\": \"B08FZKLYSB\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"422 Pieces M2 M3 M4 Male Female Hex Brass Spacers Standoffs Screws Nuts Assortment Kit, Threaded Pillar for Printed Circuit Board Motherboard\", \"asin\": \"B0B7SMRMRM\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"uxcell 50 Piece M3 x 10 mm Female Thread Brass Pillar Hexagon Nut Standoff Spacer\", \"asin\": \"B00NQ87PVK\", \"price\": \"$7.81\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"160PCS M2.5 Brass Spacer Standoff/Stainless Steel Screw/Nut Assortment Kit,Male-Female\", \"asin\": \"B01L06CUJG\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"uxcell M3x15mm+6mm Male-Female Hex Nickel Plated PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board Silver Tone 50pcs\", \"asin\": \"B08F2C9NQ3\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sun, Apr 13 for Prime members Only 2 left in stock - order soon.\"},\n {\"title\": \"421 Pieces M2.5 M3 M4 Male Female Hex Brass Standoffs Spacers Screws Nuts Kit, Kindroufly Brass Standoffs Assortment Kit for PCB Motherboard\", \"asin\": \"B0B3Y767XC\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"10 Pcs Stainless Steel Single Head Stud Hex Standoff Spacers Male to Female Thread 10mm 15mm 20mm 30mm 40mm M6 x M6 for PCB Hexagonal Fasteners Hardware Accessories\", \"asin\": \"B09W61R31H\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"350PCS M3 Black Male Female Nylon Hex Spacer Standoff Screw Nut Set Assortment Kit (Black) for PCB Motherboard Circuit Board\", \"asin\": \"B0BXT71WJK\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"Small Parts 140806HFA Aluminum Female Threaded Hex Standoff, 1/4\\\" Hex Size, 1/2\\\" Length, 6-32 Thread Size (Pack of 25)\", \"asin\": \"B07K38CV8X\", \"price\": \"$7.27\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"uxcell M6x20mm+8mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 10pcs\", \"asin\": \"B08F1YL8MK\", \"price\": \"$13.79\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"uxcell 50 Pieces M3 9+4mm Hex Standoff Spacer Male to Female Thread Brass Spacer Standoff Hexagonal Spacers Standoffs Screws Nuts for PC PCB Motherboard\", \"asin\": \"B00MJU8PME\", \"price\": \"$7.07\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"420 Pieces M2 M2.5 M3 Male Female Hex Brass Spacers Standoffs Screws Nuts Assortment Kit with a Tweezers\", \"asin\": \"B098XTWYVS\", \"price\": \"$22.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"M3 Brass Hex Spacer Standoffs Screw Nut Assortment Kit;Male-Female\", \"asin\": \"B074WB7CYZ\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"M3 Hex Male Female Brass Spacers Standoffs Screws Nuts Assortment Kit,120 Pcs M3 Hexagon Threaded Pillar,Hexagonal PCB Motherboard Spacer Bolt Screw Nut Assortment Kit Mounting for PCB,Circuit Board\", \"asin\": \"B06XQ33Y9X\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"uxcell M2.5x20mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 100pcs\", \"asin\": \"B08F1QXBQY\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 2 left in stock - order soon.\"},\n {\"title\": \"Small Parts 310806HMA Aluminum Male-Female Threaded Hex Standoff, 5/16\\\" Hex Size, 1/2\\\" Length, 6-32 Thread Size (Pack of 25)\", \"asin\": \"B07K35LV62\", \"price\": \"$9.70\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Lystaii 320pcs M3 Nylon Hex Spacer Standoff Kit Male Female Screw Nut Threaded Pillar Hex Standoff PCB Motherboard Circuit Board Standoffs Mounting Hardware Spacer Assortment Kit (Black)\", \"asin\": \"B08LPYR49C\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"uxcell a15060200ux0456 M3 10+6mm Male Female Thread Nylon Hex Standoff Spacer Pillar (Pack of 50)\", \"asin\": \"B013G1QSNW\", \"price\": \"$7.58\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"210 Pieces Hex Standoff Spacers M4 Carbon Steel Male Female Metric Thread Spacer Motherboard Prototyping Accessories for PCB, Quad Copter Drone, Computer & Circuit Board Assortment Kit\", \"asin\": \"B0BB6S86YZ\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"uxcell M3x8mm Nylon Hex Spacer Standoff Pillar Female Screw Nut Black 50Pcs\", \"asin\": \"B016ENWF9K\", \"price\": \"$8.74\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Only 17 left in stock (more on the way).\"},\n {\"title\": \"EEEEE (M2 M2.5 M3 M4) 572pcs Standoff Kit Standoff Screws Motherboard Circuit Board Standoff Assortment Nuts Male Female Hex Brass spacers & standoffs PCB standoffs Assortment Hex Spacer\", \"asin\": \"B0B57DQZHF\", \"price\": \"$23.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"Sourcingmap 10 Pieces 6+4mm M3 Standoff Spacers Male Female Hex Brass Spacer Standoff Screw Nut Threaded\", \"asin\": \"B00MJUA2BQ\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"Nylon #6-32 2.5 inch Female - Female Hex Standoff PCB Threaded Spacer 6 PCS\", \"asin\": \"B07CJG686X\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Only 1 left in stock - order soon.\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:02:39.691Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:02:39.691Z
input
M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff
rule
2025-04-06T20:02:39.691Z
train
1,220
2025-04-06T20:02:39.691Z
input
M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "Spacers" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "search_results": [ {"title": "uxcell M3x15mm Female-Female Hex Nickel Plated PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 50pcs", "asin": "B08F29TM78", "price": "$11.09", "delivery": " Two-Day FREE delivery Tue, Apr 8 Only 6 left in stock - order soon."}, {"title": "uxcell M3x7mm+3mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 20pcs", "asin": "B08F2F44NX", "price": "$6.29", "delivery": " Two-Day FREE delivery Tue, Apr 8 Only 2 left in stock - order soon."}, {"title": "320Pcs M3 Motherboard Standoffs&Screws&Nuts Kit, Hex Male-Female Brass Spacer Standoffs, Laptop Screws for DIY Computer Build, Electronic Projects, Raspberry Pi, Circuit Board etc.", "asin": "B06Y5TJXY1", "price": "$14.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "600PCS M3 Male Female Nylon Hex Spacer Standoffs Screws Nuts, Motherboard Standoffs and Screws Assortment Kit, Threaded Pillar for Circuit Board PCB Motherboard (Black)", "asin": "B0CBPGKDP4", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Black ABS Round Washers ID 6.2mm,OD 11mm, 3mm 4mm 5mm 6mm 8mm 10mm 15mm 18mm 20mm Length, Assortment Kit, Non-Threaded, Suitable for M6 Screws Hardware Spacer Bracket", "asin": "B0B5R5DCV8", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "320 Pcs Electrical Outlet Screws Spacers, Black Nylon Round Spacer Assortment Kit, Plastic Spacers Without Threaded, Switch and Receptacle Spacers for Screws", "asin": "B0BKFYFXWR", "price": "$6.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "uxcell M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 50pcs", "asin": "B08F28SLW6", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "M3 Hex Carbon Steel Standoff,180 Pcs M3 Male Female Metric Thread Mount Spacer Screw Nut Bolt Motherboard Spacer Accessories for PCB, Quadcopter Drone,Computer & Circuit Board Assortment Kit", "asin": "B08FZKLYSB", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "422 Pieces M2 M3 M4 Male Female Hex Brass Spacers Standoffs Screws Nuts Assortment Kit, Threaded Pillar for Printed Circuit Board Motherboard", "asin": "B0B7SMRMRM", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "uxcell 50 Piece M3 x 10 mm Female Thread Brass Pillar Hexagon Nut Standoff Spacer", "asin": "B00NQ87PVK", "price": "$7.81", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "160PCS M2.5 Brass Spacer Standoff/Stainless Steel Screw/Nut Assortment Kit,Male-Female", "asin": "B01L06CUJG", "price": "$10.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "uxcell M3x15mm+6mm Male-Female Hex Nickel Plated PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board Silver Tone 50pcs", "asin": "B08F2C9NQ3", "price": "$9.99", "delivery": "FREE delivery Sun, Apr 13 for Prime members Only 2 left in stock - order soon."}, {"title": "421 Pieces M2.5 M3 M4 Male Female Hex Brass Standoffs Spacers Screws Nuts Kit, Kindroufly Brass Standoffs Assortment Kit for PCB Motherboard", "asin": "B0B3Y767XC", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "10 Pcs Stainless Steel Single Head Stud Hex Standoff Spacers Male to Female Thread 10mm 15mm 20mm 30mm 40mm M6 x M6 for PCB Hexagonal Fasteners Hardware Accessories", "asin": "B09W61R31H", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "350PCS M3 Black Male Female Nylon Hex Spacer Standoff Screw Nut Set Assortment Kit (Black) for PCB Motherboard Circuit Board", "asin": "B0BXT71WJK", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Small Parts 140806HFA Aluminum Female Threaded Hex Standoff, 1/4\" Hex Size, 1/2\" Length, 6-32 Thread Size (Pack of 25)", "asin": "B07K38CV8X", "price": "$7.27", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "uxcell M6x20mm+8mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 10pcs", "asin": "B08F1YL8MK", "price": "$13.79", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "uxcell 50 Pieces M3 9+4mm Hex Standoff Spacer Male to Female Thread Brass Spacer Standoff Hexagonal Spacers Standoffs Screws Nuts for PC PCB Motherboard", "asin": "B00MJU8PME", "price": "$7.07", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "420 Pieces M2 M2.5 M3 Male Female Hex Brass Spacers Standoffs Screws Nuts Assortment Kit with a Tweezers", "asin": "B098XTWYVS", "price": "$22.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "M3 Brass Hex Spacer Standoffs Screw Nut Assortment Kit;Male-Female", "asin": "B074WB7CYZ", "price": "$10.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "M3 Hex Male Female Brass Spacers Standoffs Screws Nuts Assortment Kit,120 Pcs M3 Hexagon Threaded Pillar,Hexagonal PCB Motherboard Spacer Bolt Screw Nut Assortment Kit Mounting for PCB,Circuit Board", "asin": "B06XQ33Y9X", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "uxcell M2.5x20mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 100pcs", "asin": "B08F1QXBQY", "price": "$17.99", "delivery": " Two-Day FREE delivery Tue, Apr 8 Only 2 left in stock - order soon."}, {"title": "Small Parts 310806HMA Aluminum Male-Female Threaded Hex Standoff, 5/16\" Hex Size, 1/2\" Length, 6-32 Thread Size (Pack of 25)", "asin": "B07K35LV62", "price": "$9.70", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Lystaii 320pcs M3 Nylon Hex Spacer Standoff Kit Male Female Screw Nut Threaded Pillar Hex Standoff PCB Motherboard Circuit Board Standoffs Mounting Hardware Spacer Assortment Kit (Black)", "asin": "B08LPYR49C", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "uxcell a15060200ux0456 M3 10+6mm Male Female Thread Nylon Hex Standoff Spacer Pillar (Pack of 50)", "asin": "B013G1QSNW", "price": "$7.58", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "210 Pieces Hex Standoff Spacers M4 Carbon Steel Male Female Metric Thread Spacer Motherboard Prototyping Accessories for PCB, Quad Copter Drone, Computer & Circuit Board Assortment Kit", "asin": "B0BB6S86YZ", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "uxcell M3x8mm Nylon Hex Spacer Standoff Pillar Female Screw Nut Black 50Pcs", "asin": "B016ENWF9K", "price": "$8.74", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Only 17 left in stock (more on the way)."}, {"title": "EEEEE (M2 M2.5 M3 M4) 572pcs Standoff Kit Standoff Screws Motherboard Circuit Board Standoff Assortment Nuts Male Female Hex Brass spacers & standoffs PCB standoffs Assortment Hex Spacer", "asin": "B0B57DQZHF", "price": "$23.00", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "Sourcingmap 10 Pieces 6+4mm M3 Standoff Spacers Male Female Hex Brass Spacer Standoff Screw Nut Threaded", "asin": "B00MJUA2BQ", "price": "$4.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Nylon #6-32 2.5 inch Female - Female Hex Standoff PCB Threaded Spacer 6 PCS", "asin": "B07CJG686X", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Only 1 left in stock - order soon."} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T20:02:39.691Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>input</answer_action><answer_argument>M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>input</answer_action><answer_argument>M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff</answer_argument>", "index": 1220, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": 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\"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", 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Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"search_results\": [\n {\"title\": \"uxcell M3x15mm Female-Female Hex Nickel Plated PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 50pcs\", \"asin\": \"B08F29TM78\", \"price\": \"$11.09\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 6 left in stock - order soon.\"},\n {\"title\": \"uxcell M3x7mm+3mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 20pcs\", \"asin\": \"B08F2F44NX\", \"price\": \"$6.29\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 2 left in stock - order soon.\"},\n {\"title\": \"320Pcs M3 Motherboard Standoffs&Screws&Nuts Kit, Hex Male-Female Brass Spacer Standoffs, Laptop Screws for DIY Computer Build, Electronic Projects, Raspberry Pi, Circuit Board etc.\", \"asin\": \"B06Y5TJXY1\", \"price\": \"$14.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"600PCS M3 Male Female Nylon Hex Spacer Standoffs Screws Nuts, Motherboard Standoffs and Screws Assortment Kit, Threaded Pillar for Circuit Board PCB Motherboard (Black)\", \"asin\": \"B0CBPGKDP4\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Black ABS Round Washers ID 6.2mm,OD 11mm, 3mm 4mm 5mm 6mm 8mm 10mm 15mm 18mm 20mm Length, Assortment Kit, Non-Threaded, Suitable for M6 Screws Hardware Spacer Bracket\", \"asin\": \"B0B5R5DCV8\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"320 Pcs Electrical Outlet Screws Spacers, Black Nylon Round Spacer Assortment Kit, Plastic Spacers Without Threaded, Switch and Receptacle Spacers for Screws\", \"asin\": \"B0BKFYFXWR\", \"price\": \"$6.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"uxcell M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 50pcs\", \"asin\": \"B08F28SLW6\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"M3 Hex Carbon Steel Standoff,180 Pcs M3 Male Female Metric Thread Mount Spacer Screw Nut Bolt Motherboard Spacer Accessories for PCB, Quadcopter Drone,Computer & Circuit Board Assortment Kit\", \"asin\": \"B08FZKLYSB\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"422 Pieces M2 M3 M4 Male Female Hex Brass Spacers Standoffs Screws Nuts Assortment Kit, Threaded Pillar for Printed Circuit Board Motherboard\", \"asin\": \"B0B7SMRMRM\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"uxcell 50 Piece M3 x 10 mm Female Thread Brass Pillar Hexagon Nut Standoff Spacer\", \"asin\": \"B00NQ87PVK\", \"price\": \"$7.81\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"160PCS M2.5 Brass Spacer Standoff/Stainless Steel Screw/Nut Assortment Kit,Male-Female\", \"asin\": \"B01L06CUJG\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"uxcell M3x15mm+6mm Male-Female Hex Nickel Plated PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board Silver Tone 50pcs\", \"asin\": \"B08F2C9NQ3\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sun, Apr 13 for Prime members Only 2 left in stock - order soon.\"},\n {\"title\": \"421 Pieces M2.5 M3 M4 Male Female Hex Brass Standoffs Spacers Screws Nuts Kit, Kindroufly Brass Standoffs Assortment Kit for PCB Motherboard\", \"asin\": \"B0B3Y767XC\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"10 Pcs Stainless Steel Single Head Stud Hex Standoff Spacers Male to Female Thread 10mm 15mm 20mm 30mm 40mm M6 x M6 for PCB Hexagonal Fasteners Hardware Accessories\", \"asin\": \"B09W61R31H\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"350PCS M3 Black Male Female Nylon Hex Spacer Standoff Screw Nut Set Assortment Kit (Black) for PCB Motherboard Circuit Board\", \"asin\": \"B0BXT71WJK\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"Small Parts 140806HFA Aluminum Female Threaded Hex Standoff, 1/4\\\" Hex Size, 1/2\\\" Length, 6-32 Thread Size (Pack of 25)\", \"asin\": \"B07K38CV8X\", \"price\": \"$7.27\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"uxcell M6x20mm+8mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 10pcs\", \"asin\": \"B08F1YL8MK\", \"price\": \"$13.79\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"uxcell 50 Pieces M3 9+4mm Hex Standoff Spacer Male to Female Thread Brass Spacer Standoff Hexagonal Spacers Standoffs Screws Nuts for PC PCB Motherboard\", \"asin\": \"B00MJU8PME\", \"price\": \"$7.07\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"420 Pieces M2 M2.5 M3 Male Female Hex Brass Spacers Standoffs Screws Nuts Assortment Kit with a Tweezers\", \"asin\": \"B098XTWYVS\", \"price\": \"$22.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"M3 Brass Hex Spacer Standoffs Screw Nut Assortment Kit;Male-Female\", \"asin\": \"B074WB7CYZ\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"M3 Hex Male Female Brass Spacers Standoffs Screws Nuts Assortment Kit,120 Pcs M3 Hexagon Threaded Pillar,Hexagonal PCB Motherboard Spacer Bolt Screw Nut Assortment Kit Mounting for PCB,Circuit Board\", \"asin\": \"B06XQ33Y9X\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"uxcell M2.5x20mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 100pcs\", \"asin\": \"B08F1QXBQY\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 2 left in stock - order soon.\"},\n {\"title\": \"Small Parts 310806HMA Aluminum Male-Female Threaded Hex Standoff, 5/16\\\" Hex Size, 1/2\\\" Length, 6-32 Thread Size (Pack of 25)\", \"asin\": \"B07K35LV62\", \"price\": \"$9.70\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Lystaii 320pcs M3 Nylon Hex Spacer Standoff Kit Male Female Screw Nut Threaded Pillar Hex Standoff PCB Motherboard Circuit Board Standoffs Mounting Hardware Spacer Assortment Kit (Black)\", \"asin\": \"B08LPYR49C\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"uxcell a15060200ux0456 M3 10+6mm Male Female Thread Nylon Hex Standoff Spacer Pillar (Pack of 50)\", \"asin\": \"B013G1QSNW\", \"price\": \"$7.58\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"210 Pieces Hex Standoff Spacers M4 Carbon Steel Male Female Metric Thread Spacer Motherboard Prototyping Accessories for PCB, Quad Copter Drone, Computer & Circuit Board Assortment Kit\", \"asin\": \"B0BB6S86YZ\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"uxcell M3x8mm Nylon Hex Spacer Standoff Pillar Female Screw Nut Black 50Pcs\", \"asin\": \"B016ENWF9K\", \"price\": \"$8.74\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Only 17 left in stock (more on the way).\"},\n {\"title\": \"EEEEE (M2 M2.5 M3 M4) 572pcs Standoff Kit Standoff Screws Motherboard Circuit Board Standoff Assortment Nuts Male Female Hex Brass spacers & standoffs PCB standoffs Assortment Hex Spacer\", \"asin\": \"B0B57DQZHF\", \"price\": \"$23.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"Sourcingmap 10 Pieces 6+4mm M3 Standoff Spacers Male Female Hex Brass Spacer Standoff Screw Nut Threaded\", \"asin\": \"B00MJUA2BQ\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"Nylon #6-32 2.5 inch Female - Female Hex Standoff PCB Threaded Spacer 6 PCS\", \"asin\": \"B07CJG686X\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Only 1 left in stock - order soon.\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:02:39.691Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": 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11 AM on $25 of qualifying items Only 18 left in stock - order soon.\"},\n {\"title\": \"uxcell M4x35mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 5pcs\", \"asin\": \"B08F29NRVZ\", \"price\": \"$6.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"uxcell M2.5x6mm Female-Female Hex Brass PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 50pcs\", \"asin\": \"B08F22DC4Y\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"M3 Hex Male Female Brass Spacers Standoffs Screws Nuts Assortment Kit,120 Pcs M3 Hexagon Threaded Pillar,Hexagonal PCB Motherboard Spacer Bolt Screw Nut Assortment Kit Mounting for PCB,Circuit Board\", \"asin\": \"B06XQ33Y9X\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"Male to Female Thread Spacer Screws Brass Hex Standoff M2.5 x 12mm + 6mm PCB Pillar for Drone Quadcopter, Computer and Circuit Board, Pack of 25,Gold\", \"asin\": \"B0CFJP2DRP\", \"price\": \"$3.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 8 left in stock - order soon.\"},\n {\"title\": \"uxcell M5x20mm+7mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 20pcs\", \"asin\": \"B08F1Y1QLR\", \"price\": \"$14.89\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 14 left in stock - order soon.\"},\n {\"title\": \"EEEEE (M2 M2.5 M3 M4) 572pcs Standoff Kit Standoff Screws Motherboard Circuit Board Standoff Assortment Nuts Male Female Hex Brass spacers & standoffs PCB standoffs Assortment Hex Spacer\", \"asin\": \"B0B57DQZHF\", \"price\": \"$23.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"uxcell M2.5x30mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 80pcs\", \"asin\": \"B08F1V519S\", \"price\": \"$18.49\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 6 left in stock - order soon.\"},\n {\"title\": \"Male to Female Thread Spacer Screws Brass Hex Standoff M4 x 35mm + 6mm PCB Pillar for Drone Quadcopter, Computer and Circuit Board, Pack of 10, Gold\", \"asin\": \"B0BPD7Z86R\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Only 7 left in stock - order soon.\"},\n {\"title\": \"M2.5 x 11mm + 6mm Male to Female Thread Brass Hexagon Hex Standoff Spacer Pillars - (100 Pcs)\", \"asin\": \"B09R96HFNP\", \"price\": \"$13.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"PATIKIL 10 Pcs M5x35+8mm Stainless Steel Standoff Extension Posts Screws,Metric Male Female Thread Adapters Spacer for PCB,Quadcopter Drone,Computer & Circuit Board Assortment Kit\", \"asin\": \"B0DXQ33PBP\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members Only 2 left in stock - order soon.\"},\n {\"title\": \"uxcell M4x12mm+6mm Male-Female Hex Nickel Plated PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board Silver Tone 20pcs\", \"asin\": \"B08F2BJ7WG\", \"price\": \"$9.19\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"uxcell M2.5x10mm Female-Female Hex Brass PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 50pcs\", \"asin\": \"B08F1W3ZXW\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"PATIKIL 24pcs M2.5 Male to Female Self-Tapping Hex Standoffs Spacers Pillars, M2.5 8+6mm Brass Motherboard Standoffs Copper\", \"asin\": \"B0DQCSS86S\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 1 left in stock - order soon.\"},\n {\"title\": \"uxcell M2.5x6mm+6mm Male-Female Hex Nylon PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board Black 50pcs\", \"asin\": \"B08F1XFQ7R\", \"price\": \"$5.09\", \"delivery\": \"FREE delivery Sun, Apr 13 for Prime members Only 3 left in stock - order soon.\"},\n {\"title\": \"M2.5 Male Female Hex Brass Spacer Standoff Screw Nut Assortment Kit (180Pcs)\", \"asin\": \"B075K3QBMX\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"PATIKIL 12pcs M2.5 Male to Female Self-Tapping Hex Standoffs Spacers Pillars, M2.5 10+6mm Brass Motherboard Standoffs Copper\", \"asin\": \"B0DQCSVGSS\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 1 left in stock - order soon.\"},\n {\"title\": \"uxcell M2.5x5mm+6mm Male-Female Hex Nylon PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board Black 150pcs\", \"asin\": \"B08F1NFMKB\", \"price\": \"$12.29\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 5 left in stock - order soon.\"},\n {\"title\": \"320 Pieces M2 Male Female Hex Brass Standoffs Spacers Screws Nuts Kit, Kindroufly Brass Standoffs Assortment Kit for PCB Motherboard\", \"asin\": \"B0B3Y7DM2Q\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:24:00.811Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:24:00.811Z
input
M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff
rule
2025-04-06T20:24:00.811Z
train
1,221
2025-04-06T20:24:00.811Z
input
M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "promotion_items": [ {"title": "uxcell M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 50pcs", "asin": "B08F28SLW6", "price": "$11.99", "quantity": ""}, {"title": "160PCS M2.5 Brass Spacer Standoff/Stainless Steel Screw/Nut Assortment Kit,Male-Female", "asin": "B01L06CUJG", "price": "$10.99", "quantity": ""}, {"title": "M2.5 Brass Male-Female Threaded Hex Standoffs Spacers/Stainless Steel Phillips Screws Hex Nuts Assortment Kit", "asin": "B09X5W1ZHX", "price": "$9.99", "quantity": ""}, {"title": "242 Pieces M2.5 Male Female Hex Brass Spacers Standoffs Screws Nuts Assortment Kit, Threaded Pillar for Printed Circuit Board Motherboard", "asin": "B0B7SNCFF1", "price": "$12.69", "quantity": ""}, {"title": "240PCS M2.5 Nylon Hex Spacer Standoffs Screws Nuts Assortment Kit;Male-Female(Black)", "asin": "B07JYSFMRY", "price": "$10.99", "quantity": ""} ], "search_results": [ {"title": "uxcell M2.5x20mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 50pcs", "asin": "B08F28T9KW", "price": "$12.59", "delivery": " Two-Day FREE delivery Tue, Apr 8 Only 8 left in stock - order soon."}, {"title": "uxcell M6x20mm+8mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 10pcs", "asin": "B08F1YL8MK", "price": "$13.79", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "uxcell M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 50pcs", "asin": "B08F28SLW6", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "uxcell M2.5x15mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 20pcs", "asin": "B08F1SXR27", "price": "$6.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Only 9 left in stock - order soon."}, {"title": "Junter 60pcs M2.5 x 16 + 6mm Male To Female Thread 6mm Hex Brass Standoff Spacer PCB Pillar for Drone Quadcopter, Computer and Circuit Board", "asin": "B0D1N8T7LT", "price": "$7.69", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Only 15 left in stock - order soon."}, {"title": "280Pcs M2.5 Motherboard Standoffs&Screws&Nuts Kit, Hex Male-Female Brass Spacer Standoffs, Laptop Screws for DIY Computer Build, Electronic Projects, Raspberry Pi, Circuit Board etc.", "asin": "B0BP6LT76V", "price": "$14.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "160PCS M2.5 Brass Spacer Standoff/Stainless Steel Screw/Nut Assortment Kit,Male-Female", "asin": "B01L06CUJG", "price": "$10.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "242 Pieces M2.5 Male Female Hex Brass Spacers Standoffs Screws Nuts Assortment Kit, Threaded Pillar for Printed Circuit Board Motherboard", "asin": "B0B7SNCFF1", "price": "$12.69", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "uxcell M2.5x6mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 100pcs", "asin": "B08F2F96HM", "price": "$9.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "PATIKIL M2.5X16mm+6mm Standoff Screws, 100Pcs Male to Female Hex Brass PCB Standoff Spacer Screw Nut Assortment Kit for PCB Computer Circuit Board, Golden", "asin": "B0DMCK4TMV", "price": "$12.99", "delivery": " Two-Day FREE delivery Tue, Apr 8 Only 2 left in stock - order soon."}, {"title": "uxcell M2x6mm Female-Female Hex Brass PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 20pcs", "asin": "B08LCYYQCM", "price": "$7.69", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Only 13 left in stock - order soon."}, {"title": "M2.5 Brass Male-Female Threaded Hex Standoffs Spacers/Stainless Steel Phillips Screws Hex Nuts Assortment Kit", "asin": "B09X5W1ZHX", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Only 18 left in stock - order soon."}, {"title": "uxcell M4x35mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 5pcs", "asin": "B08F29NRVZ", "price": "$6.69", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "uxcell M2.5x6mm Female-Female Hex Brass PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 50pcs", "asin": "B08F22DC4Y", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "M3 Hex Male Female Brass Spacers Standoffs Screws Nuts Assortment Kit,120 Pcs M3 Hexagon Threaded Pillar,Hexagonal PCB Motherboard Spacer Bolt Screw Nut Assortment Kit Mounting for PCB,Circuit Board", "asin": "B06XQ33Y9X", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Male to Female Thread Spacer Screws Brass Hex Standoff M2.5 x 12mm + 6mm PCB Pillar for Drone Quadcopter, Computer and Circuit Board, Pack of 25,Gold", "asin": "B0CFJP2DRP", "price": "$3.99", "delivery": " Two-Day FREE delivery Tue, Apr 8 Only 8 left in stock - order soon."}, {"title": "uxcell M5x20mm+7mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 20pcs", "asin": "B08F1Y1QLR", "price": "$14.89", "delivery": " Two-Day FREE delivery Tue, Apr 8 Only 14 left in stock - order soon."}, {"title": "EEEEE (M2 M2.5 M3 M4) 572pcs Standoff Kit Standoff Screws Motherboard Circuit Board Standoff Assortment Nuts Male Female Hex Brass spacers & standoffs PCB standoffs Assortment Hex Spacer", "asin": "B0B57DQZHF", "price": "$23.00", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "uxcell M2.5x30mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 80pcs", "asin": "B08F1V519S", "price": "$18.49", "delivery": " Two-Day FREE delivery Tue, Apr 8 Only 6 left in stock - order soon."}, {"title": "Male to Female Thread Spacer Screws Brass Hex Standoff M4 x 35mm + 6mm PCB Pillar for Drone Quadcopter, Computer and Circuit Board, Pack of 10, Gold", "asin": "B0BPD7Z86R", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Only 7 left in stock - order soon."}, {"title": "M2.5 x 11mm + 6mm Male to Female Thread Brass Hexagon Hex Standoff Spacer Pillars - (100 Pcs)", "asin": "B09R96HFNP", "price": "$13.29", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "PATIKIL 10 Pcs M5x35+8mm Stainless Steel Standoff Extension Posts Screws,Metric Male Female Thread Adapters Spacer for PCB,Quadcopter Drone,Computer & Circuit Board Assortment Kit", "asin": "B0DXQ33PBP", "price": "$13.99", "delivery": "FREE delivery Fri, Apr 11 for Prime members Only 2 left in stock - order soon."}, {"title": "uxcell M4x12mm+6mm Male-Female Hex Nickel Plated PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board Silver Tone 20pcs", "asin": "B08F2BJ7WG", "price": "$9.19", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "uxcell M2.5x10mm Female-Female Hex Brass PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 50pcs", "asin": "B08F1W3ZXW", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "PATIKIL 24pcs M2.5 Male to Female Self-Tapping Hex Standoffs Spacers Pillars, M2.5 8+6mm Brass Motherboard Standoffs Copper", "asin": "B0DQCSS86S", "price": "$9.99", "delivery": " Two-Day FREE delivery Tue, Apr 8 Only 1 left in stock - order soon."}, {"title": "uxcell M2.5x6mm+6mm Male-Female Hex Nylon PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board Black 50pcs", "asin": "B08F1XFQ7R", "price": "$5.09", "delivery": "FREE delivery Sun, Apr 13 for Prime members Only 3 left in stock - order soon."}, {"title": "M2.5 Male Female Hex Brass Spacer Standoff Screw Nut Assortment Kit (180Pcs)", "asin": "B075K3QBMX", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "PATIKIL 12pcs M2.5 Male to Female Self-Tapping Hex Standoffs Spacers Pillars, M2.5 10+6mm Brass Motherboard Standoffs Copper", "asin": "B0DQCSVGSS", "price": "$7.99", "delivery": " Two-Day FREE delivery Tue, Apr 8 Only 1 left in stock - order soon."}, {"title": "uxcell M2.5x5mm+6mm Male-Female Hex Nylon PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board Black 150pcs", "asin": "B08F1NFMKB", "price": "$12.29", "delivery": " Two-Day FREE delivery Tue, Apr 8 Only 5 left in stock - order soon."}, {"title": "320 Pieces M2 Male Female Hex Brass Standoffs Spacers Screws Nuts Kit, Kindroufly Brass Standoffs Assortment Kit for PCB Motherboard", "asin": "B0B3Y7DM2Q", "price": "$12.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T20:24:00.811Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>input</answer_action><answer_argument>M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>input</answer_action><answer_argument>M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff</answer_argument>", "index": 1221, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"uxcell M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 50pcs\", \"asin\": \"B08F28SLW6\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"160PCS M2.5 Brass Spacer Standoff/Stainless Steel Screw/Nut Assortment Kit,Male-Female\", \"asin\": \"B01L06CUJG\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"M2.5 Brass Male-Female Threaded Hex Standoffs Spacers/Stainless Steel Phillips Screws Hex Nuts Assortment Kit\", \"asin\": \"B09X5W1ZHX\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"242 Pieces M2.5 Male Female Hex Brass Spacers Standoffs Screws Nuts Assortment Kit, Threaded Pillar for Printed Circuit Board Motherboard\", \"asin\": \"B0B7SNCFF1\", \"price\": \"$12.69\", \"quantity\": \"\"},\n {\"title\": \"240PCS M2.5 Nylon Hex Spacer Standoffs Screws Nuts Assortment Kit;Male-Female(Black)\", \"asin\": \"B07JYSFMRY\", \"price\": \"$10.99\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"uxcell M2.5x20mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 50pcs\", \"asin\": \"B08F28T9KW\", \"price\": \"$12.59\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 8 left in stock - order soon.\"},\n {\"title\": \"uxcell M6x20mm+8mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 10pcs\", \"asin\": \"B08F1YL8MK\", \"price\": \"$13.79\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"uxcell M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 50pcs\", \"asin\": \"B08F28SLW6\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"uxcell M2.5x15mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 20pcs\", \"asin\": \"B08F1SXR27\", \"price\": \"$6.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Only 9 left in stock - order soon.\"},\n {\"title\": \"Junter 60pcs M2.5 x 16 + 6mm Male To Female Thread 6mm Hex Brass Standoff Spacer PCB Pillar for Drone Quadcopter, Computer and Circuit Board\", \"asin\": \"B0D1N8T7LT\", \"price\": \"$7.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Only 15 left in stock - order soon.\"},\n {\"title\": \"280Pcs M2.5 Motherboard Standoffs&Screws&Nuts Kit, Hex Male-Female Brass Spacer Standoffs, Laptop Screws for DIY Computer Build, Electronic Projects, Raspberry Pi, Circuit Board etc.\", \"asin\": \"B0BP6LT76V\", \"price\": \"$14.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"160PCS M2.5 Brass Spacer Standoff/Stainless Steel Screw/Nut Assortment Kit,Male-Female\", \"asin\": \"B01L06CUJG\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"242 Pieces M2.5 Male Female Hex Brass Spacers Standoffs Screws Nuts Assortment Kit, Threaded Pillar for Printed Circuit Board Motherboard\", \"asin\": \"B0B7SNCFF1\", \"price\": \"$12.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"uxcell M2.5x6mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 100pcs\", \"asin\": \"B08F2F96HM\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"PATIKIL M2.5X16mm+6mm Standoff Screws, 100Pcs Male to Female Hex Brass PCB Standoff Spacer Screw Nut Assortment Kit for PCB Computer Circuit Board, Golden\", \"asin\": \"B0DMCK4TMV\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 2 left in stock - order soon.\"},\n {\"title\": \"uxcell M2x6mm Female-Female Hex Brass PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 20pcs\", \"asin\": \"B08LCYYQCM\", \"price\": \"$7.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Only 13 left in stock - order soon.\"},\n {\"title\": \"M2.5 Brass Male-Female Threaded Hex Standoffs Spacers/Stainless Steel Phillips Screws Hex Nuts Assortment Kit\", \"asin\": \"B09X5W1ZHX\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Only 18 left in stock - order soon.\"},\n {\"title\": \"uxcell M4x35mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 5pcs\", \"asin\": \"B08F29NRVZ\", \"price\": \"$6.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"uxcell M2.5x6mm Female-Female Hex Brass PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 50pcs\", \"asin\": \"B08F22DC4Y\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"M3 Hex Male Female Brass Spacers Standoffs Screws Nuts Assortment Kit,120 Pcs M3 Hexagon Threaded Pillar,Hexagonal PCB Motherboard Spacer Bolt Screw Nut Assortment Kit Mounting for PCB,Circuit Board\", \"asin\": \"B06XQ33Y9X\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"Male to Female Thread Spacer Screws Brass Hex Standoff M2.5 x 12mm + 6mm PCB Pillar for Drone Quadcopter, Computer and Circuit Board, Pack of 25,Gold\", \"asin\": \"B0CFJP2DRP\", \"price\": \"$3.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 8 left in stock - order soon.\"},\n {\"title\": \"uxcell M5x20mm+7mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 20pcs\", \"asin\": \"B08F1Y1QLR\", \"price\": \"$14.89\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 14 left in stock - order soon.\"},\n {\"title\": \"EEEEE (M2 M2.5 M3 M4) 572pcs Standoff Kit Standoff Screws Motherboard Circuit Board Standoff Assortment Nuts Male Female Hex Brass spacers & standoffs PCB standoffs Assortment Hex Spacer\", \"asin\": \"B0B57DQZHF\", \"price\": \"$23.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"uxcell M2.5x30mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 80pcs\", \"asin\": \"B08F1V519S\", \"price\": \"$18.49\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 6 left in stock - order soon.\"},\n {\"title\": \"Male to Female Thread Spacer Screws Brass Hex Standoff M4 x 35mm + 6mm PCB Pillar for Drone Quadcopter, Computer and Circuit Board, Pack of 10, Gold\", \"asin\": \"B0BPD7Z86R\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Only 7 left in stock - order soon.\"},\n {\"title\": \"M2.5 x 11mm + 6mm Male to Female Thread Brass Hexagon Hex Standoff Spacer Pillars - (100 Pcs)\", \"asin\": \"B09R96HFNP\", \"price\": \"$13.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"PATIKIL 10 Pcs M5x35+8mm Stainless Steel Standoff Extension Posts Screws,Metric Male Female Thread Adapters Spacer for PCB,Quadcopter Drone,Computer & Circuit Board Assortment Kit\", \"asin\": \"B0DXQ33PBP\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members Only 2 left in stock - order soon.\"},\n {\"title\": \"uxcell M4x12mm+6mm Male-Female Hex Nickel Plated PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board Silver Tone 20pcs\", \"asin\": \"B08F2BJ7WG\", \"price\": \"$9.19\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"uxcell M2.5x10mm Female-Female Hex Brass PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 50pcs\", \"asin\": \"B08F1W3ZXW\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"PATIKIL 24pcs M2.5 Male to Female Self-Tapping Hex Standoffs Spacers Pillars, M2.5 8+6mm Brass Motherboard Standoffs Copper\", \"asin\": \"B0DQCSS86S\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 1 left in stock - order soon.\"},\n {\"title\": \"uxcell M2.5x6mm+6mm Male-Female Hex Nylon PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board Black 50pcs\", \"asin\": \"B08F1XFQ7R\", \"price\": \"$5.09\", \"delivery\": \"FREE delivery Sun, Apr 13 for Prime members Only 3 left in stock - order soon.\"},\n {\"title\": \"M2.5 Male Female Hex Brass Spacer Standoff Screw Nut Assortment Kit (180Pcs)\", \"asin\": \"B075K3QBMX\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"PATIKIL 12pcs M2.5 Male to Female Self-Tapping Hex Standoffs Spacers Pillars, M2.5 10+6mm Brass Motherboard Standoffs Copper\", \"asin\": \"B0DQCSVGSS\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 1 left in stock - order soon.\"},\n {\"title\": \"uxcell M2.5x5mm+6mm Male-Female Hex Nylon PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board Black 150pcs\", \"asin\": \"B08F1NFMKB\", \"price\": \"$12.29\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 5 left in stock - order soon.\"},\n {\"title\": \"320 Pieces M2 Male Female Hex Brass Standoffs Spacers Screws Nuts Kit, Kindroufly Brass Standoffs Assortment Kit for PCB Motherboard\", \"asin\": \"B0B3Y7DM2Q\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:24:00.811Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": 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\"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"sfx to atx psu transfer\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"search_results\": [\n {\"title\": \"SilverStone Technology PP08 Universal SFX to ATX Power Supply Adapter Bracket, Black, SST-PP08B\", \"asin\": \"B01BYB33J8\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"DKE SFX to ATX Power Supply Adapter SFX PSU to fit ATX PS2 PSU Mounting Bracket Designed for Silverstone PC Case and Most ATX or Micro-ATX Computer Cases (Black)\", \"asin\": \"B092LV1GT5\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"ATX to SFX PSU Adapter Bracket ATX Power Supply Metal Mounting Conversion Adapter (1pcs)\", \"asin\": \"B0C826YKPX\", \"price\": \"$8.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n {\"title\": \"SilverStone Technology SFX to ATX Power Supply Adapter in Black PP08B-USA\", \"asin\": \"B07PP4C3CY\", \"price\": \"$16.78\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 10 left in stock - order soon.\"},\n {\"title\": \"ATX Power Conversion Computer Accessory to Conversion Baffle PSU Mounting Bracket Computer Mount to Adapter Bracket Conversion Frame Aluminum Power Power Supply\", \"asin\": \"B0BBLXL8D7\", \"price\": \"$14.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Only 17 left in stock - order soon.\"},\n {\"title\": \"CORSAIR SF750 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45QCZHX\", \"price\": \"$179.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"Power Supply Baffle SFX to ATX Power Supply Adapter SFX to ATX PSU Converter Conversion Frame with 4 Screws, Black\", \"asin\": \"B0D5YJNY1Y\", \"price\": \"$4.57\", \"delivery\": \"FREE delivery Apr 9 - May 16\"},\n {\"title\": \"Cooler Master V850 SFX Gold ATX3.0 Full Modular Power Supply, 850W SFX, 80+ Gold, 90-Degree 12VHPWR PCIe 5.0 Connector, SFX-to-ATX Bracket, Silent Fan, 10 Year Warranty (MPY-8501-SFHAGV-3US)\", \"asin\": \"B0CFCZYC2Q\", \"price\": \"$142.99\", \"delivery\": \"FREE delivery Apr 23 - May 10 for Prime members\"},\n {\"title\": \"Silverstone SST-PP08 - SFX to ATX PSU Converter, Black\", \"asin\": \"B01AWFVKRO\", \"price\": \"$51.28\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n {\"title\": \"1 Pcs ATX to at Power Supply Adapter 20Pin ATX PSU to 2-Port 6Pin at PSU Converter Power Cable Cord for 286 386 486 586\", \"asin\": \"B08SBHWH5N\", \"price\": \"$6.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Apevia SFX-AP500W Mini ITX Solution/Micro ATX/SFX 500W Power Supply\", \"asin\": \"B08R5NN4FJ\", \"price\": \"$37.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n {\"title\": \"CHANNEL WELL 650W SFX Power Supply (80 Plus Gold Certified, SFX Form Factor, with SFX to ATX bracket included) Fully Modular Power Supply with Industrial Grade Capacitors, 3 Year Warranty\", \"asin\": \"B0CVY48SS8\", \"price\": \"$74.99\", \"delivery\": \"FREE delivery Apr 22 - 30 for Prime members\"},\n {\"title\": \"RackChoice 3u Rackmount Server Chassis MATX/Mini-ITX 3x5.25 Support ATX PSU with Either top/Bottom or Side Cooling and SFX PSU (Need to use The ATX to SFX braccket in Screw Box)\", \"asin\": \"B0BXT44FW7\", \"price\": \"$109.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"ATX to SFX Power Supply Adapter for ATX/Micro-ATX Cases\", \"asin\": \"B0CRH4Q44K\", \"price\": \"$5.18\", \"delivery\": \"$2.99 delivery Apr 21 - May 6\"},\n {\"title\": \"1 PCS Black ATX Power Supply to SFX Power Supply Bracket SFX Power Supply to ATX Power Supply Fixed Chassis Hole Conversion Frame Bracket, 500406620\", \"asin\": \"B0D6R7DF3D\", \"price\": \"$5.44\", \"delivery\": \"FREE delivery Apr 21 - May 6\"},\n {\"title\": \"Power Supply Baffle SFX to ATX Power Supply Adapter SFX to ATX PSU Converter Conversion Frame with 4 Screws, Black\", \"asin\": \"B0DP6H1PFX\", \"price\": \"$5.34\", \"delivery\": \"$1 delivery Apr 25 - May 6\"},\n {\"title\": \"Acxico 2Pcs 18AWG 20Pin ATX to 2X 6Pin at PSU Converter Power Cable Cord for 286 386 486 586\", \"asin\": \"B09B3KT9MC\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"APEVIA SFX-AP400W Mini ITX Solution / Micro ATX / SFX 400W Power Supply\", \"asin\": \"B01MEDG1PM\", \"price\": \"$34.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n {\"title\": \"1 PCS SFX Power Supply to ATX Power Supply Fixed Chassis Hole Conversion Frame Bracket, Black, 500406620\", \"asin\": \"B0D94HN6HK\", \"price\": \"$5.45\", \"delivery\": \"FREE delivery Apr 21 - May 6\"},\n {\"title\": \"300W Power Supply Mini ITX Flex ATX PSU with 110/220V Switch Non Modular Computer Power Supplies for POS IPC Server Desktop PC Fits Small Form Factor Case\", \"asin\": \"B0DHXT6GW3\", \"price\": \"$33.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Only 8 left in stock - order soon.\"},\n {\"title\": \"Aluminum to SFX Power Supply Adapter Mounting Bracket for Computer Conversion Mounting Frame to SFX Power Supply Conversion Solution, Black\", \"asin\": \"B0D56JHVBJ\", \"price\": \"$8.83\", \"delivery\": \"FREE delivery Apr 16 - 28\"},\n {\"title\": \"GAMEMAX 850W 80 Plus Gold Power Supply, ATX 3.0 & PCIE 5.0 Ready, 100% Japanese Capacitors, Fully Modular, ARGB SYNC, RGB-850 SE\", \"asin\": \"B0B1B1QZKP\", \"price\": \"$99.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n {\"title\": \"AGV Series 500W Power Supply, 80 Plus Bronze Certified, Non Modular Power Supply, 5 Year Warranty\", \"asin\": \"B0BDCKFJJT\", \"price\": \"$37.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n {\"title\": \"Desktop PC Power ATX Transfer Board Power Test Module Can Be Compatible with ATX Port (Compatible with Part BTX Type)\", \"asin\": \"B07VCY5BTD\", \"price\": \"$8.27\", \"delivery\": \"FREE delivery Apr 25 - May 5\"},\n {\"title\": \"ANQ-L336 Mini eGPU Enclosure 40Gbps Thunderbolt3/4 USB4 for Laptop Compatible with Win/Linux/MacOS, PCIe External GPU Dock with PD 85W, Support NVIDIA/AMD, Daisy Chain, DC/ATX/SFX/Flex\", \"asin\": \"B0D6BVGCR5\", \"price\": \"$169.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"L400 Mesh Mini ITX Gaming Case - 12.1L Small Form Factor High Airflow, Vertical GPU Mount up to 350mm, ATX PSU Compatibility, Cable Management, PCIe 3.0 & DP 1.4 Cable Included, Black\", \"asin\": \"B0DYJH2VNR\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Apr 25 - May 17 for Prime members\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:24:56.727Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:24:56.727Z
input
sfx to atx psu adapter
rule
2025-04-06T20:24:56.727Z
train
1,222
2025-04-06T20:24:56.727Z
input
sfx to atx psu adapter
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "sfx to atx psu transfer" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "search_results": [ {"title": "SilverStone Technology PP08 Universal SFX to ATX Power Supply Adapter Bracket, Black, SST-PP08B", "asin": "B01BYB33J8", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "DKE SFX to ATX Power Supply Adapter SFX PSU to fit ATX PS2 PSU Mounting Bracket Designed for Silverstone PC Case and Most ATX or Micro-ATX Computer Cases (Black)", "asin": "B092LV1GT5", "price": "$10.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "ATX to SFX PSU Adapter Bracket ATX Power Supply Metal Mounting Conversion Adapter (1pcs)", "asin": "B0C826YKPX", "price": "$8.99", "delivery": "FREE delivery Sat, Apr 12 for Prime members"}, {"title": "SilverStone Technology SFX to ATX Power Supply Adapter in Black PP08B-USA", "asin": "B07PP4C3CY", "price": "$16.78", "delivery": "FREE delivery Wed, Apr 16 Only 10 left in stock - order soon."}, {"title": "ATX Power Conversion Computer Accessory to Conversion Baffle PSU Mounting Bracket Computer Mount to Adapter Bracket Conversion Frame Aluminum Power Power Supply", "asin": "B0BBLXL8D7", "price": "$14.19", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Only 17 left in stock - order soon."}, {"title": "CORSAIR SF750 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45QCZHX", "price": "$179.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "Power Supply Baffle SFX to ATX Power Supply Adapter SFX to ATX PSU Converter Conversion Frame with 4 Screws, Black", "asin": "B0D5YJNY1Y", "price": "$4.57", "delivery": "FREE delivery Apr 9 - May 16"}, {"title": "Cooler Master V850 SFX Gold ATX3.0 Full Modular Power Supply, 850W SFX, 80+ Gold, 90-Degree 12VHPWR PCIe 5.0 Connector, SFX-to-ATX Bracket, Silent Fan, 10 Year Warranty (MPY-8501-SFHAGV-3US)", "asin": "B0CFCZYC2Q", "price": "$142.99", "delivery": "FREE delivery Apr 23 - May 10 for Prime members"}, {"title": "Silverstone SST-PP08 - SFX to ATX PSU Converter, Black", "asin": "B01AWFVKRO", "price": "$51.28", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "1 Pcs ATX to at Power Supply Adapter 20Pin ATX PSU to 2-Port 6Pin at PSU Converter Power Cable Cord for 286 386 486 586", "asin": "B08SBHWH5N", "price": "$6.89", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Apevia SFX-AP500W Mini ITX Solution/Micro ATX/SFX 500W Power Supply", "asin": "B08R5NN4FJ", "price": "$37.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "CHANNEL WELL 650W SFX Power Supply (80 Plus Gold Certified, SFX Form Factor, with SFX to ATX bracket included) Fully Modular Power Supply with Industrial Grade Capacitors, 3 Year Warranty", "asin": "B0CVY48SS8", "price": "$74.99", "delivery": "FREE delivery Apr 22 - 30 for Prime members"}, {"title": "RackChoice 3u Rackmount Server Chassis MATX/Mini-ITX 3x5.25 Support ATX PSU with Either top/Bottom or Side Cooling and SFX PSU (Need to use The ATX to SFX braccket in Screw Box)", "asin": "B0BXT44FW7", "price": "$109.00", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "ATX to SFX Power Supply Adapter for ATX/Micro-ATX Cases", "asin": "B0CRH4Q44K", "price": "$5.18", "delivery": "$2.99 delivery Apr 21 - May 6"}, {"title": "1 PCS Black ATX Power Supply to SFX Power Supply Bracket SFX Power Supply to ATX Power Supply Fixed Chassis Hole Conversion Frame Bracket, 500406620", "asin": "B0D6R7DF3D", "price": "$5.44", "delivery": "FREE delivery Apr 21 - May 6"}, {"title": "Power Supply Baffle SFX to ATX Power Supply Adapter SFX to ATX PSU Converter Conversion Frame with 4 Screws, Black", "asin": "B0DP6H1PFX", "price": "$5.34", "delivery": "$1 delivery Apr 25 - May 6"}, {"title": "Acxico 2Pcs 18AWG 20Pin ATX to 2X 6Pin at PSU Converter Power Cable Cord for 286 386 486 586", "asin": "B09B3KT9MC", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "APEVIA SFX-AP400W Mini ITX Solution / Micro ATX / SFX 400W Power Supply", "asin": "B01MEDG1PM", "price": "$34.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "1 PCS SFX Power Supply to ATX Power Supply Fixed Chassis Hole Conversion Frame Bracket, Black, 500406620", "asin": "B0D94HN6HK", "price": "$5.45", "delivery": "FREE delivery Apr 21 - May 6"}, {"title": "300W Power Supply Mini ITX Flex ATX PSU with 110/220V Switch Non Modular Computer Power Supplies for POS IPC Server Desktop PC Fits Small Form Factor Case", "asin": "B0DHXT6GW3", "price": "$33.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Only 8 left in stock - order soon."}, {"title": "Aluminum to SFX Power Supply Adapter Mounting Bracket for Computer Conversion Mounting Frame to SFX Power Supply Conversion Solution, Black", "asin": "B0D56JHVBJ", "price": "$8.83", "delivery": "FREE delivery Apr 16 - 28"}, {"title": "GAMEMAX 850W 80 Plus Gold Power Supply, ATX 3.0 & PCIE 5.0 Ready, 100% Japanese Capacitors, Fully Modular, ARGB SYNC, RGB-850 SE", "asin": "B0B1B1QZKP", "price": "$99.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "AGV Series 500W Power Supply, 80 Plus Bronze Certified, Non Modular Power Supply, 5 Year Warranty", "asin": "B0BDCKFJJT", "price": "$37.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Desktop PC Power ATX Transfer Board Power Test Module Can Be Compatible with ATX Port (Compatible with Part BTX Type)", "asin": "B07VCY5BTD", "price": "$8.27", "delivery": "FREE delivery Apr 25 - May 5"}, {"title": "ANQ-L336 Mini eGPU Enclosure 40Gbps Thunderbolt3/4 USB4 for Laptop Compatible with Win/Linux/MacOS, PCIe External GPU Dock with PD 85W, Support NVIDIA/AMD, Daisy Chain, DC/ATX/SFX/Flex", "asin": "B0D6BVGCR5", "price": "$169.00", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "L400 Mesh Mini ITX Gaming Case - 12.1L Small Form Factor High Airflow, Vertical GPU Mount up to 350mm, ATX PSU Compatibility, Cable Management, PCIe 3.0 & DP 1.4 Cable Included, Black", "asin": "B0DYJH2VNR", "price": "$119.99", "delivery": "FREE delivery Apr 25 - May 17 for Prime members"} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T20:24:56.727Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>input</answer_action><answer_argument>sfx to atx psu adapter</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>input</answer_action><answer_argument>sfx to atx psu adapter</answer_argument>", "index": 1222, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"sfx to atx psu transfer\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"search_results\": [\n {\"title\": \"SilverStone Technology PP08 Universal SFX to ATX Power Supply Adapter Bracket, Black, SST-PP08B\", \"asin\": \"B01BYB33J8\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"DKE SFX to ATX Power Supply Adapter SFX PSU to fit ATX PS2 PSU Mounting Bracket Designed for Silverstone PC Case and Most ATX or Micro-ATX Computer Cases (Black)\", \"asin\": \"B092LV1GT5\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"ATX to SFX PSU Adapter Bracket ATX Power Supply Metal Mounting Conversion Adapter (1pcs)\", \"asin\": \"B0C826YKPX\", \"price\": \"$8.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n {\"title\": \"SilverStone Technology SFX to ATX Power Supply Adapter in Black PP08B-USA\", \"asin\": \"B07PP4C3CY\", \"price\": \"$16.78\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 10 left in stock - order soon.\"},\n {\"title\": \"ATX Power Conversion Computer Accessory to Conversion Baffle PSU Mounting Bracket Computer Mount to Adapter Bracket Conversion Frame Aluminum Power Power Supply\", \"asin\": \"B0BBLXL8D7\", \"price\": \"$14.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Only 17 left in stock - order soon.\"},\n {\"title\": \"CORSAIR SF750 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45QCZHX\", \"price\": \"$179.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"Power Supply Baffle SFX to ATX Power Supply Adapter SFX to ATX PSU Converter Conversion Frame with 4 Screws, Black\", \"asin\": \"B0D5YJNY1Y\", \"price\": \"$4.57\", \"delivery\": \"FREE delivery Apr 9 - May 16\"},\n {\"title\": \"Cooler Master V850 SFX Gold ATX3.0 Full Modular Power Supply, 850W SFX, 80+ Gold, 90-Degree 12VHPWR PCIe 5.0 Connector, SFX-to-ATX Bracket, Silent Fan, 10 Year Warranty (MPY-8501-SFHAGV-3US)\", \"asin\": \"B0CFCZYC2Q\", \"price\": \"$142.99\", \"delivery\": \"FREE delivery Apr 23 - May 10 for Prime members\"},\n {\"title\": \"Silverstone SST-PP08 - SFX to ATX PSU Converter, Black\", \"asin\": \"B01AWFVKRO\", \"price\": \"$51.28\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n {\"title\": \"1 Pcs ATX to at Power Supply Adapter 20Pin ATX PSU to 2-Port 6Pin at PSU Converter Power Cable Cord for 286 386 486 586\", \"asin\": \"B08SBHWH5N\", \"price\": \"$6.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Apevia SFX-AP500W Mini ITX Solution/Micro ATX/SFX 500W Power Supply\", \"asin\": \"B08R5NN4FJ\", \"price\": \"$37.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n {\"title\": \"CHANNEL WELL 650W SFX Power Supply (80 Plus Gold Certified, SFX Form Factor, with SFX to ATX bracket included) Fully Modular Power Supply with Industrial Grade Capacitors, 3 Year Warranty\", \"asin\": \"B0CVY48SS8\", \"price\": \"$74.99\", \"delivery\": \"FREE delivery Apr 22 - 30 for Prime members\"},\n {\"title\": \"RackChoice 3u Rackmount Server Chassis MATX/Mini-ITX 3x5.25 Support ATX PSU with Either top/Bottom or Side Cooling and SFX PSU (Need to use The ATX to SFX braccket in Screw Box)\", \"asin\": \"B0BXT44FW7\", \"price\": \"$109.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"ATX to SFX Power Supply Adapter for ATX/Micro-ATX Cases\", \"asin\": \"B0CRH4Q44K\", \"price\": \"$5.18\", \"delivery\": \"$2.99 delivery Apr 21 - May 6\"},\n {\"title\": \"1 PCS Black ATX Power Supply to SFX Power Supply Bracket SFX Power Supply to ATX Power Supply Fixed Chassis Hole Conversion Frame Bracket, 500406620\", \"asin\": \"B0D6R7DF3D\", \"price\": \"$5.44\", \"delivery\": \"FREE delivery Apr 21 - May 6\"},\n {\"title\": \"Power Supply Baffle SFX to ATX Power Supply Adapter SFX to ATX PSU Converter Conversion Frame with 4 Screws, Black\", \"asin\": \"B0DP6H1PFX\", \"price\": \"$5.34\", \"delivery\": \"$1 delivery Apr 25 - May 6\"},\n {\"title\": \"Acxico 2Pcs 18AWG 20Pin ATX to 2X 6Pin at PSU Converter Power Cable Cord for 286 386 486 586\", \"asin\": \"B09B3KT9MC\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"APEVIA SFX-AP400W Mini ITX Solution / Micro ATX / SFX 400W Power Supply\", \"asin\": \"B01MEDG1PM\", \"price\": \"$34.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n {\"title\": \"1 PCS SFX Power Supply to ATX Power Supply Fixed Chassis Hole Conversion Frame Bracket, Black, 500406620\", \"asin\": \"B0D94HN6HK\", \"price\": \"$5.45\", \"delivery\": \"FREE delivery Apr 21 - May 6\"},\n {\"title\": \"300W Power Supply Mini ITX Flex ATX PSU with 110/220V Switch Non Modular Computer Power Supplies for POS IPC Server Desktop PC Fits Small Form Factor Case\", \"asin\": \"B0DHXT6GW3\", \"price\": \"$33.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Only 8 left in stock - order soon.\"},\n {\"title\": \"Aluminum to SFX Power Supply Adapter Mounting Bracket for Computer Conversion Mounting Frame to SFX Power Supply Conversion Solution, Black\", \"asin\": \"B0D56JHVBJ\", \"price\": \"$8.83\", \"delivery\": \"FREE delivery Apr 16 - 28\"},\n {\"title\": \"GAMEMAX 850W 80 Plus Gold Power Supply, ATX 3.0 & PCIE 5.0 Ready, 100% Japanese Capacitors, Fully Modular, ARGB SYNC, RGB-850 SE\", \"asin\": \"B0B1B1QZKP\", \"price\": \"$99.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n {\"title\": \"AGV Series 500W Power Supply, 80 Plus Bronze Certified, Non Modular Power Supply, 5 Year Warranty\", \"asin\": \"B0BDCKFJJT\", \"price\": \"$37.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n {\"title\": \"Desktop PC Power ATX Transfer Board Power Test Module Can Be Compatible with ATX Port (Compatible with Part BTX Type)\", \"asin\": \"B07VCY5BTD\", \"price\": \"$8.27\", \"delivery\": \"FREE delivery Apr 25 - May 5\"},\n {\"title\": \"ANQ-L336 Mini eGPU Enclosure 40Gbps Thunderbolt3/4 USB4 for Laptop Compatible with Win/Linux/MacOS, PCIe External GPU Dock with PD 85W, Support NVIDIA/AMD, Daisy Chain, DC/ATX/SFX/Flex\", \"asin\": \"B0D6BVGCR5\", \"price\": \"$169.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"L400 Mesh Mini ITX Gaming Case - 12.1L Small Form Factor High Airflow, Vertical GPU Mount up to 350mm, ATX PSU Compatibility, Cable Management, PCIe 3.0 & DP 1.4 Cable Included, Black\", \"asin\": \"B0DYJH2VNR\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Apr 25 - May 17 for Prime members\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:24:56.727Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", 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\"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", 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This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"sfx to atx psu adapter\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"search_results\": [\n {\"title\": \"DKE SFX to ATX Power Supply Adapter SFX PSU to fit ATX PS2 PSU Mounting Bracket Designed for Silverstone PC Case and Most ATX or Micro-ATX Computer Cases (Black)\", \"asin\": \"B092LV1GT5\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"24 Pin ATX Cable for Corsair SFX RMX RMi SF HX Series PSUs, 18 Pin + 10 Pin to 24 Pin ATX PSU Power Adapter Sleeved 24.8-inch(63cm), Black\", \"asin\": \"B0D3PP735S\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"1 Pcs ATX to at Power Supply Adapter 20Pin ATX PSU to 2-Port 6Pin at PSU Converter Power Cable Cord for 286 386 486 586\", \"asin\": \"B08SBHWH5N\", \"price\": \"$6.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"ZYAMY CPU 8-pin Female to CPU 8-pin ATX 4-pin Male Power Converter Adapter Extension Cable for Motherboard 7.87\\\" (20cm)\", \"asin\": \"B0BBLZHZ3T\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"cablecc 2pcs/lot 90 Degree Up Down Angled ATX 8P EPS Male to Female Power Header Adapter for CPU 12V\", \"asin\": \"B0CTF9NGDR\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Only 19 left in stock - order soon.\"},\n {\"title\": \"CPU 8 Pin Male to CPU 8(4+4) Pin Male EPS-12V Motherboard Power Adapter Cable for EVGA Modular Power Supply (NOT PCI-e - NOT GPU VGA Cable !!!) 32 inches\", \"asin\": \"B08RDGL57C\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"6 Pin Male to 3X 15 Pin SATA Female Hard Drive Power Adapter Cable for Seasonic Antec Modular Power Supply 20-in\", \"asin\": \"B0CGNNW44Z\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"cablecc ATX 24Pin Female to 24pin Male 90 Degree Power Adapter Mainboard Motherboard for Desktops PC Supply\", \"asin\": \"B07NZ5GXNF\", \"price\": \"$7.48\", \"delivery\": \"FREE delivery Apr 10 - 14 for Prime members\"},\n {\"title\": \"2pcs 24 Pin ATX Power Supply Breakout Adapter Module Desktop Computer Chassis Power Supply ATX Transfer Board 12V 5V 3.3V\", \"asin\": \"B07GDKZ8XC\", \"price\": \"$10.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"COMeap SATA Power Cable for EVGA PSUs, 6 Pin to 3X 15 Pin SATA Hard Drive Adapter Splitter for Some Specific Types of EVGA Power Supply 20-in(50cm)\", \"asin\": \"B09T2V6DK3\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"EPS12V CPU 8 Pin Female to CPU ATX 8 Pin and 4 Pin Male Power Supply Extension Cable for Motherboard Compatible with 8 Pin + 4 Pin AXT / 8 Pin AXT / 4 Pin ATX, 7.9 inch/20cm\", \"asin\": \"B09Z6BKSQ4\", \"price\": \"$8.29\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 14 left in stock - order soon.\"},\n {\"title\": \"ATX to SFX PSU Adapter Bracket ATX Power Supply Metal Mounting Conversion Adapter (1pcs)\", \"asin\": \"B0C826YKPX\", \"price\": \"$8.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n {\"title\": \"GinTai Power Supply Cables Electric wires conductors connection fittings therefor for EVGA 1000 GQ 80+Gold 1000W Modular PSU 6-Pin to 3x SATA & PCI-E Splitter SSD/HDD/Optical Drive Compatible (28.7in)\", \"asin\": \"B08M9TTX1J\", \"price\": \"$11.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"SATA 15 Pin to 6 Pin Video Card GPU Power Supply Cable 8.6inch 22cm (1 Pack)\", \"asin\": \"B0BQNB8YWN\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"CRJ 15-Pin SATA High Power PC Fan Adapter Cable - 10-inch (25cm), Black Sleeved - High Current 12V Power Adapter from a 15-Pin SATA ATX Connector for 3-Pin & 4-Pin Computer Fans\", \"asin\": \"B0BNJZ95CD\", \"price\": \"$7.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"chenyang 2 Pack ATX 8Pin EPS 12V 90 Degree Angled CPU Power Connector Adapter\", \"asin\": \"B0CTDPDC87\", \"price\": \"$8.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"ATX to Flex PSU Adapter Bracket ATX Power Supply Metal Mounting Conversion Adapter\", \"asin\": \"B0CMZTPXCM\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"ATX 24 Pin to 90 Degree Adapter 5V 3-Pin ARGB Motherboard Power Supply Cable Modular DIY Mounting Accessessory,Black\", \"asin\": \"B0CHJXDTWT\", \"price\": \"$8.19\", \"delivery\": \"FREE delivery Apr 25 - May 6\"},\n {\"title\": \"COMeap SATA to 8 Pin GPU Power Adapter, SATA to 8 Pin (6+2) PCIe Graphics Card Power Supply Cable 9-inch (Pack of 2)\", \"asin\": \"B0D2X44NTG\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members Only 16 left in stock - order soon.\"},\n {\"title\": \"3-Pack Motherboard ATX 4 Pin to SATA Hard Drive HDD Power Adapter Cable for Lenovo 12-inch(30cm), Black\", \"asin\": \"B0CWL5K7HL\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"COMeap SATA Power Cable for EVGA GQ Series Semi Modular PSUs, 6 Pin to 3X 15 Pin SATA Hard Drive Adapter Splitter 20-in(50cm)\", \"asin\": \"B08CT7FC1K\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"AC Infinity UIS to Molex Port Adapter Dongle, Conversion Cable Cord, Works with CLOUDRAY and CLOUDLINE LITE EC-Motor Fans\", \"asin\": \"B09NQRVW5G\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"NFHK 12VHPWR ATX3.0 PCI-E 5.0 Power Modular Adapter to Four ATX 8P Down Angled 90 Degree for 4080 5090TI 16Pin 12+4P Graphics Card\", \"asin\": \"B0BZVXYPK1\", \"price\": \"$18.88\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 6 left in stock - order soon.\"},\n {\"title\": \"NFHK 12VHPWR ATX3.0 PCI-E 5.0 Power Modular Adapter to Four ATX 8P Down Angled 90 Degree for 4080 5090TI 16Pin 12+4P Graphics Card (Three ATX 8P Up)\", \"asin\": \"B0CF45T7KK\", \"price\": \"$18.88\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 6 left in stock - order soon.\"},\n {\"title\": \"COMeap SATA Power Cable for Cooler Master PSUs, 5 Pin to 3X 15 Pin SATA Hard Drive HDD Power Adapter Splitter for BTC Mining Riser Card 20-in(50cm)\", \"asin\": \"B07XG8C4FM\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"6 Pin to 3X 15 Pin SATA Hard Drive HDD Power Adapter Cable Only for EVGA GQ Series Semi Modular PSUs 20-in(50cm)\", \"asin\": \"B0CP7NNCVR\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"EPS12V CPU 8 Pin Female to CPU 8 Pin ATX 4 Pin Male Power Supply Converter Adapter Extension Cable for Motherboard 9.5-inch(24cm)\", \"asin\": \"B0CWD523YV\", \"delivery\": \"Currently unavailable.\"},\n {\"title\": \"CableMod ModFlex Sleeved Molex to 4 x SATA Power (Black, 80cm / 20cm)\", \"asin\": \"B078BQGKYJ\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery for Prime members\"},\n {\"title\": \"GinTai 6 pin to 2X SATA Driver Power Cable Replacement for EVGA Supernova 650 750 850 1000 G2 G3 G3\", \"asin\": \"B08M9S479G\", \"price\": \"$15.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Zahara PSU Modular PCI-e 6Pin to 3 SATA 15 Pin Power Supply Cable Replacement for Seasonic 80CM (15Pin) (15PIN)\", \"asin\": \"B08PKNM37Y\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Only 15 left in stock - order soon.\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:25:15.623Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:25:15.623Z
click_product
B092LV1GT5
rule
2025-04-06T20:25:15.623Z
train
1,223
2025-04-06T20:25:15.623Z
click_product
B092LV1GT5
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", 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order soon."}, {"title": "NFHK 12VHPWR ATX3.0 PCI-E 5.0 Power Modular Adapter to Four ATX 8P Down Angled 90 Degree for 4080 5090TI 16Pin 12+4P Graphics Card (Three ATX 8P Up)", "asin": "B0CF45T7KK", "price": "$18.88", "delivery": " Two-Day FREE delivery Tue, Apr 8 Only 6 left in stock - order soon."}, {"title": "COMeap SATA Power Cable for Cooler Master PSUs, 5 Pin to 3X 15 Pin SATA Hard Drive HDD Power Adapter Splitter for BTC Mining Riser Card 20-in(50cm)", "asin": "B07XG8C4FM", "price": "$15.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "6 Pin to 3X 15 Pin SATA Hard Drive HDD Power Adapter Cable Only for EVGA GQ Series Semi Modular PSUs 20-in(50cm)", "asin": "B0CP7NNCVR", "price": "$12.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "EPS12V CPU 8 Pin Female to CPU 8 Pin ATX 4 Pin Male Power Supply Converter Adapter Extension Cable for Motherboard 9.5-inch(24cm)", "asin": "B0CWD523YV", "delivery": "Currently unavailable."}, {"title": "CableMod ModFlex Sleeved Molex to 4 x SATA Power (Black, 80cm / 20cm)", "asin": "B078BQGKYJ", "price": "$9.99", "delivery": "FREE delivery for Prime members"}, {"title": "GinTai 6 pin to 2X SATA Driver Power Cable Replacement for EVGA Supernova 650 750 850 1000 G2 G3 G3", "asin": "B08M9S479G", "price": "$15.48", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Zahara PSU Modular PCI-e 6Pin to 3 SATA 15 Pin Power Supply Cable Replacement for Seasonic 80CM (15Pin) (15PIN)", "asin": "B08PKNM37Y", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Only 15 left in stock - order soon."} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T20:25:15.623Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click_product</answer_action><answer_argument>B092LV1GT5</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click_product</answer_action><answer_argument>B092LV1GT5</answer_argument>", "index": 1223, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"sfx to atx psu adapter\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"search_results\": [\n {\"title\": \"DKE SFX to ATX Power Supply Adapter SFX PSU to fit ATX PS2 PSU Mounting Bracket Designed for Silverstone PC Case and Most ATX or Micro-ATX Computer Cases (Black)\", \"asin\": \"B092LV1GT5\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"24 Pin ATX Cable for Corsair SFX RMX RMi SF HX Series PSUs, 18 Pin + 10 Pin to 24 Pin ATX PSU Power Adapter Sleeved 24.8-inch(63cm), Black\", \"asin\": \"B0D3PP735S\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"1 Pcs ATX to at Power Supply Adapter 20Pin ATX PSU to 2-Port 6Pin at PSU Converter Power Cable Cord for 286 386 486 586\", \"asin\": \"B08SBHWH5N\", \"price\": \"$6.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"ZYAMY CPU 8-pin Female to CPU 8-pin ATX 4-pin Male Power Converter Adapter Extension Cable for Motherboard 7.87\\\" (20cm)\", \"asin\": \"B0BBLZHZ3T\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"cablecc 2pcs/lot 90 Degree Up Down Angled ATX 8P EPS Male to Female Power Header Adapter for CPU 12V\", \"asin\": \"B0CTF9NGDR\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Only 19 left in stock - order soon.\"},\n {\"title\": \"CPU 8 Pin Male to CPU 8(4+4) Pin Male EPS-12V Motherboard Power Adapter Cable for EVGA Modular Power Supply (NOT PCI-e - NOT GPU VGA Cable !!!) 32 inches\", \"asin\": \"B08RDGL57C\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"6 Pin Male to 3X 15 Pin SATA Female Hard Drive Power Adapter Cable for Seasonic Antec Modular Power Supply 20-in\", \"asin\": \"B0CGNNW44Z\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"cablecc ATX 24Pin Female to 24pin Male 90 Degree Power Adapter Mainboard Motherboard for Desktops PC Supply\", \"asin\": \"B07NZ5GXNF\", \"price\": \"$7.48\", \"delivery\": \"FREE delivery Apr 10 - 14 for Prime members\"},\n {\"title\": \"2pcs 24 Pin ATX Power Supply Breakout Adapter Module Desktop Computer Chassis Power Supply ATX Transfer Board 12V 5V 3.3V\", \"asin\": \"B07GDKZ8XC\", \"price\": \"$10.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"COMeap SATA Power Cable for EVGA PSUs, 6 Pin to 3X 15 Pin SATA Hard Drive Adapter Splitter for Some Specific Types of EVGA Power Supply 20-in(50cm)\", \"asin\": \"B09T2V6DK3\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"EPS12V CPU 8 Pin Female to CPU ATX 8 Pin and 4 Pin Male Power Supply Extension Cable for Motherboard Compatible with 8 Pin + 4 Pin AXT / 8 Pin AXT / 4 Pin ATX, 7.9 inch/20cm\", \"asin\": \"B09Z6BKSQ4\", \"price\": \"$8.29\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 14 left in stock - order soon.\"},\n {\"title\": \"ATX to SFX PSU Adapter Bracket ATX Power Supply Metal Mounting Conversion Adapter (1pcs)\", \"asin\": \"B0C826YKPX\", \"price\": \"$8.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n {\"title\": \"GinTai Power Supply Cables Electric wires conductors connection fittings therefor for EVGA 1000 GQ 80+Gold 1000W Modular PSU 6-Pin to 3x SATA & PCI-E Splitter SSD/HDD/Optical Drive Compatible (28.7in)\", \"asin\": \"B08M9TTX1J\", \"price\": \"$11.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"SATA 15 Pin to 6 Pin Video Card GPU Power Supply Cable 8.6inch 22cm (1 Pack)\", \"asin\": \"B0BQNB8YWN\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"CRJ 15-Pin SATA High Power PC Fan Adapter Cable - 10-inch (25cm), Black Sleeved - High Current 12V Power Adapter from a 15-Pin SATA ATX Connector for 3-Pin & 4-Pin Computer Fans\", \"asin\": \"B0BNJZ95CD\", \"price\": \"$7.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"chenyang 2 Pack ATX 8Pin EPS 12V 90 Degree Angled CPU Power Connector Adapter\", \"asin\": \"B0CTDPDC87\", \"price\": \"$8.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"ATX to Flex PSU Adapter Bracket ATX Power Supply Metal Mounting Conversion Adapter\", \"asin\": \"B0CMZTPXCM\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"ATX 24 Pin to 90 Degree Adapter 5V 3-Pin ARGB Motherboard Power Supply Cable Modular DIY Mounting Accessessory,Black\", \"asin\": \"B0CHJXDTWT\", \"price\": \"$8.19\", \"delivery\": \"FREE delivery Apr 25 - May 6\"},\n {\"title\": \"COMeap SATA to 8 Pin GPU Power Adapter, SATA to 8 Pin (6+2) PCIe Graphics Card Power Supply Cable 9-inch (Pack of 2)\", \"asin\": \"B0D2X44NTG\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members Only 16 left in stock - order soon.\"},\n {\"title\": \"3-Pack Motherboard ATX 4 Pin to SATA Hard Drive HDD Power Adapter Cable for Lenovo 12-inch(30cm), Black\", \"asin\": \"B0CWL5K7HL\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"COMeap SATA Power Cable for EVGA GQ Series Semi Modular PSUs, 6 Pin to 3X 15 Pin SATA Hard Drive Adapter Splitter 20-in(50cm)\", \"asin\": \"B08CT7FC1K\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n {\"title\": \"AC Infinity UIS to Molex Port Adapter Dongle, Conversion Cable Cord, Works with CLOUDRAY and CLOUDLINE LITE EC-Motor Fans\", \"asin\": \"B09NQRVW5G\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"NFHK 12VHPWR ATX3.0 PCI-E 5.0 Power Modular Adapter to Four ATX 8P Down Angled 90 Degree for 4080 5090TI 16Pin 12+4P Graphics Card\", \"asin\": \"B0BZVXYPK1\", \"price\": \"$18.88\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 6 left in stock - order soon.\"},\n {\"title\": \"NFHK 12VHPWR ATX3.0 PCI-E 5.0 Power Modular Adapter to Four ATX 8P Down Angled 90 Degree for 4080 5090TI 16Pin 12+4P Graphics Card (Three ATX 8P Up)\", \"asin\": \"B0CF45T7KK\", \"price\": \"$18.88\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 6 left in stock - order soon.\"},\n {\"title\": \"COMeap SATA Power Cable for Cooler Master PSUs, 5 Pin to 3X 15 Pin SATA Hard Drive HDD Power Adapter Splitter for BTC Mining Riser Card 20-in(50cm)\", \"asin\": \"B07XG8C4FM\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"6 Pin to 3X 15 Pin SATA Hard Drive HDD Power Adapter Cable Only for EVGA GQ Series Semi Modular PSUs 20-in(50cm)\", \"asin\": \"B0CP7NNCVR\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"EPS12V CPU 8 Pin Female to CPU 8 Pin ATX 4 Pin Male Power Supply Converter Adapter Extension Cable for Motherboard 9.5-inch(24cm)\", \"asin\": \"B0CWD523YV\", \"delivery\": \"Currently unavailable.\"},\n {\"title\": \"CableMod ModFlex Sleeved Molex to 4 x SATA Power (Black, 80cm / 20cm)\", \"asin\": \"B078BQGKYJ\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery for Prime members\"},\n {\"title\": \"GinTai 6 pin to 2X SATA Driver Power Cable Replacement for EVGA Supernova 650 750 850 1000 G2 G3 G3\", \"asin\": \"B08M9S479G\", \"price\": \"$15.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Zahara PSU Modular PCI-e 6Pin to 3 SATA 15 Pin Power Supply Cable Replacement for Seasonic 80CM (15Pin) (15PIN)\", \"asin\": \"B08PKNM37Y\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Only 15 left in stock - order soon.\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:25:15.623Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B08F1SXR27\"\n},\n {\n \"title\": \"uxcell M2.5x15mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 20pcs\"\n},\n {\n \"price\": \"$6.96\"\n},\n {\n \"bullet_list\": \"\\u221a Size: M2.5x15mm+6mm Male-Female Hex Brass PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board \\u221a Material: Made of brass material, corrosion and rust resistance, durable and easy to use \\u221a Applications: Great for the industries of communication, office equipment, electronics, etc \\u221a Easy to install: These standoffs are useful small tools, very easy to install, and bring a lot of convenience to your DIY projects \\u221a Package includes: 20pcs M2.5x15mm+6mm male-female brass spacers\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size Name\": \"M2.5x15mm+6mm\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:26:52.963Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:26:52.963Z
click
cart_side_bar
rule
2025-04-06T20:26:52.963Z
train
1,224
2025-04-06T20:26:52.963Z
click
cart_side_bar
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B08F1SXR27" }, { "title": "uxcell M2.5x15mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 20pcs" }, { "price": "$6.96" }, { "bullet_list": "\u221a Size: M2.5x15mm+6mm Male-Female Hex Brass PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board \u221a Material: Made of brass material, corrosion and rust resistance, durable and easy to use \u221a Applications: Great for the industries of communication, office equipment, electronics, etc \u221a Easy to install: These standoffs are useful small tools, very easy to install, and bring a lot of convenience to your DIY projects \u221a Package includes: 20pcs M2.5x15mm+6mm male-female brass spacers" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Size Name": "M2.5x15mm+6mm" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T20:26:52.963Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>", "index": 1224, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", 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\"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B08F1SXR27\"\n},\n {\n \"title\": \"uxcell M2.5x15mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board 20pcs\"\n},\n {\n \"price\": \"$6.96\"\n},\n {\n \"bullet_list\": \"\\u221a Size: M2.5x15mm+6mm Male-Female Hex Brass PCB Motherboard Spacer Standoff for FPV Drone Quadcopter, Computer & Circuit Board \\u221a Material: Made of brass material, corrosion and rust resistance, durable and easy to use \\u221a Applications: Great for the industries of communication, office equipment, electronics, etc \\u221a Easy to install: These standoffs are useful small tools, very easy to install, and bring a lot of convenience to your DIY projects \\u221a Package includes: 20pcs M2.5x15mm+6mm male-female brass spacers\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size Name\": \"M2.5x15mm+6mm\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:26:52.963Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"\\u4e09\\u661f 990 PRO \\u7cfb\\u5217 - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 \\u5185\\u7f6e SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"169.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU \\u51b7\\u5374\\u5668\\uff0c3 x 120 \\u6beb\\u7c73\\u6c34\\u51b7\\uff0c38 \\u6beb\\u7c73\\u6563\\u70ed\\u5668\\uff0cPWM \\u6cf5\\uff0cVRM \\u98ce\\u6247\\uff0cAMD AM5/AM4\\uff0c\\u82f1\\u7279\\u5c14 LGA1851/1700 \\u63a5\\u89e6\\u6846\\u67b6 - \\u9ed1\\u8272\", \"asin\": \"B0DLWGG85P\", \"price\": \"124.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD \\u9632\\u9759\\u7535\\u624b\\u5957\\uff0c\\u9ad8\\u8010\\u6027\\u78b3\\u7ea4\\u7ef4\\u7535\\u8111\\u624b\\u5957\\uff0c\\u5927\\u53f7 1 \\u53cc\", \"asin\": \"B01DP6RQYI\", \"price\": \"6.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics \\u7cbe\\u5bc6\\u87ba\\u4e1d\\u5200\\u5957\\u88c5 142 \\u4ef6\\uff0c\\u542b 120 \\u4f4d\\u78c1\\u6027\\u7ef4\\u4fee\\u5de5\\u5177\\u5957\\u4ef6\\uff0c\\u9002\\u7528\\u4e8e iPhone\\u3001MacBook\\u3001\\u7535\\u8111\\u3001\\u7b14\\u8bb0\\u672c\\u7535\\u8111\\u3001PC\\u3001\\u5e73\\u677f\\u7535\\u8111\\u3001PS4\\u3001Xbox\\u3001\\u4efb\\u5929\\u5802\\u3001\\u6e38\\u620f\\u673a\", \"asin\": \"B08SGM6F79\", \"price\": \"27.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO \\u5347\\u7ea7\\u5305\\uff083X NF-A12x25 PWM chromax.Black.swap 120mm \\u98ce\\u6247\\u52a0 1x NT-H2 \\u5bfc\\u70ed\\u818f\\uff09\", \"asin\": \"B09J91SVLF\", \"price\": \"106.95 \\u7f8e\\u5143\"},\n {\"title\": \"CORSAIR SF1000 (2024) \\u5168\\u6a21\\u5757\\u5316\\u4f4e\\u566a\\u97f3 80 Plus Platinum ATX \\u7535\\u6e90 \\u2013 \\u7b26\\u5408 ATX 3.0 \\u6807\\u51c6 \\u2013 \\u652f\\u6301 PCIe 5.0 \\u2013 \\u9644\\u5e26 SFX \\u8f6c ATX \\u652f\\u67b6 \\u2013 \\u9ed1\\u8272\", \"asin\": \"B0D45RN3KZ\", \"price\": \"229.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo \\u7cfb\\u5217 (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V \\u53f0\\u5f0f\\u7535\\u8111\\u5185\\u5b58 UDIMM - \\u94f6\\u8272 (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"149.99 \\u7f8e\\u5143\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B092LV1GT5\"\n},\n {\n \"title\": \"DKE SFX \\u81f3 ATX \\u7535\\u6e90\\u9002\\u914d\\u5668 SFX PSU \\u9002\\u5408 ATX PS2 PSU \\u5b89\\u88c5\\u652f\\u67b6\\uff0c\\u4e13\\u4e3a Silverstone PC \\u673a\\u7bb1\\u548c\\u5927\\u591a\\u6570 ATX \\u6216 Micro-ATX \\u7535\\u8111\\u673a\\u7bb1\\u8bbe\\u8ba1\\uff08\\u9ed1\\u8272\\uff09\"\n},\n {\n \"price\": \"10\\u7f8e\\u5143\\u300299\"\n},\n {\n \"bullet_list\": \"\\u2605DKE SFX \\u8f6c ATX \\u7535\\u6e90\\u9002\\u914d\\u5668\\u652f\\u67b6 \\u2605\\u7535\\u6e90\\u9002\\u914d\\u5668\\u673a\\u67b6\\u53ef\\u4ee5\\u5c06 SFX SFX-L \\u7535\\u6e90\\u5b89\\u88c5\\u5230\\u5927\\u591a\\u6570 ATX\\u3001Micro ATX \\u548c Mini-ITX \\u673a\\u7bb1\\u3002 \\u2605\\u6b64PSU\\u9002\\u914d\\u5668\\u652f\\u67b6\\u91c7\\u7528\\u5355\\u9762\\u5b89\\u88c5\\u8bbe\\u8ba1\\uff0c\\u6bd4\\u4e00\\u822c\\u7684\\u9002\\u914d\\u5668\\u6846\\u67b6\\u591a\\u51fa\\u7ea610mm\\u7684\\u4f4d\\u79fb\\u7a7a\\u95f4\\uff0c\\u4e3aSFX PSU\\u7684\\u4f4d\\u7f6e\\u63d0\\u4f9b\\u4e8621mm\\uff0c\\u4ee5\\u589e\\u52a0\\u6c14\\u6d41\\u548c\\u7ec4\\u4ef6\\u95f4\\u9699\\u3002 \\u2605\\u5373\\u4f7f\\u5728\\u4e00\\u822c\\u673a\\u7bb1\\u5185\\u4e5f\\u53ef\\u5b89\\u88c5\\u8f83\\u5c0f\\u5c3a\\u5bf8\\u7684SFX\\u7535\\u6e90\\uff0c\\u4e3a\\u73a9\\u5bb6\\u63d0\\u4f9b\\u66f4\\u7075\\u6d3b\\u7684\\u5e94\\u7528\\u65b9\\u5f0f\\u3002 \\u2605\\u5305\\u88c5\\u5185\\u542b\\uff1a1 * DKE SFX PSU ATX PS2 PSU \\u5b89\\u88c5\\u652f\\u67b6\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:28:15.921Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:28:15.921Z
click
review
rule
2025-04-06T20:28:15.921Z
train
1,225
2025-04-06T20:28:15.921Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "\u4e09\u661f 990 PRO \u7cfb\u5217 - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 \u5185\u7f6e SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "169.99 \u7f8e\u5143", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU \u51b7\u5374\u5668\uff0c3 x 120 \u6beb\u7c73\u6c34\u51b7\uff0c38 \u6beb\u7c73\u6563\u70ed\u5668\uff0cPWM \u6cf5\uff0cVRM \u98ce\u6247\uff0cAMD AM5/AM4\uff0c\u82f1\u7279\u5c14 LGA1851/1700 \u63a5\u89e6\u6846\u67b6 - \u9ed1\u8272", "asin": "B0DLWGG85P", "price": "124.99 \u7f8e\u5143", "quantity": "1"}, {"title": "ThxToms ESD \u9632\u9759\u7535\u624b\u5957\uff0c\u9ad8\u8010\u6027\u78b3\u7ea4\u7ef4\u7535\u8111\u624b\u5957\uff0c\u5927\u53f7 1 \u53cc", "asin": "B01DP6RQYI", "price": "6.99 \u7f8e\u5143", "quantity": "1"}, {"title": "STREBITO Electronics \u7cbe\u5bc6\u87ba\u4e1d\u5200\u5957\u88c5 142 \u4ef6\uff0c\u542b 120 \u4f4d\u78c1\u6027\u7ef4\u4fee\u5de5\u5177\u5957\u4ef6\uff0c\u9002\u7528\u4e8e iPhone\u3001MacBook\u3001\u7535\u8111\u3001\u7b14\u8bb0\u672c\u7535\u8111\u3001PC\u3001\u5e73\u677f\u7535\u8111\u3001PS4\u3001Xbox\u3001\u4efb\u5929\u5802\u3001\u6e38\u620f\u673a", "asin": "B08SGM6F79", "price": "27.99 \u7f8e\u5143", "quantity": "1"}, {"title": "Noctua 360mm AIO \u5347\u7ea7\u5305\uff083X NF-A12x25 PWM chromax.Black.swap 120mm \u98ce\u6247\u52a0 1x NT-H2 \u5bfc\u70ed\u818f\uff09", "asin": "B09J91SVLF", "price": "106.95 \u7f8e\u5143"}, {"title": "CORSAIR SF1000 (2024) \u5168\u6a21\u5757\u5316\u4f4e\u566a\u97f3 80 Plus Platinum ATX \u7535\u6e90 \u2013 \u7b26\u5408 ATX 3.0 \u6807\u51c6 \u2013 \u652f\u6301 PCIe 5.0 \u2013 \u9644\u5e26 SFX \u8f6c ATX \u652f\u67b6 \u2013 \u9ed1\u8272", "asin": "B0D45RN3KZ", "price": "229.99 \u7f8e\u5143", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo \u7cfb\u5217 (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V \u53f0\u5f0f\u7535\u8111\u5185\u5b58 UDIMM - \u94f6\u8272 (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "149.99 \u7f8e\u5143", "quantity": "1"} ], "product_details": [ { "asin": "B092LV1GT5" }, { "title": "DKE SFX \u81f3 ATX \u7535\u6e90\u9002\u914d\u5668 SFX PSU \u9002\u5408 ATX PS2 PSU \u5b89\u88c5\u652f\u67b6\uff0c\u4e13\u4e3a Silverstone PC \u673a\u7bb1\u548c\u5927\u591a\u6570 ATX \u6216 Micro-ATX \u7535\u8111\u673a\u7bb1\u8bbe\u8ba1\uff08\u9ed1\u8272\uff09" }, { "price": "10\u7f8e\u5143\u300299" }, { "bullet_list": "\u2605DKE SFX \u8f6c ATX \u7535\u6e90\u9002\u914d\u5668\u652f\u67b6 \u2605\u7535\u6e90\u9002\u914d\u5668\u673a\u67b6\u53ef\u4ee5\u5c06 SFX SFX-L \u7535\u6e90\u5b89\u88c5\u5230\u5927\u591a\u6570 ATX\u3001Micro ATX \u548c Mini-ITX \u673a\u7bb1\u3002 \u2605\u6b64PSU\u9002\u914d\u5668\u652f\u67b6\u91c7\u7528\u5355\u9762\u5b89\u88c5\u8bbe\u8ba1\uff0c\u6bd4\u4e00\u822c\u7684\u9002\u914d\u5668\u6846\u67b6\u591a\u51fa\u7ea610mm\u7684\u4f4d\u79fb\u7a7a\u95f4\uff0c\u4e3aSFX PSU\u7684\u4f4d\u7f6e\u63d0\u4f9b\u4e8621mm\uff0c\u4ee5\u589e\u52a0\u6c14\u6d41\u548c\u7ec4\u4ef6\u95f4\u9699\u3002 \u2605\u5373\u4f7f\u5728\u4e00\u822c\u673a\u7bb1\u5185\u4e5f\u53ef\u5b89\u88c5\u8f83\u5c0f\u5c3a\u5bf8\u7684SFX\u7535\u6e90\uff0c\u4e3a\u73a9\u5bb6\u63d0\u4f9b\u66f4\u7075\u6d3b\u7684\u5e94\u7528\u65b9\u5f0f\u3002 \u2605\u5305\u88c5\u5185\u542b\uff1a1 * DKE SFX PSU ATX PS2 PSU \u5b89\u88c5\u652f\u67b6" } ], "product_quantity": [ { "quantity": "1" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T20:28:15.921Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1225, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"\\u4e09\\u661f 990 PRO \\u7cfb\\u5217 - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 \\u5185\\u7f6e SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"169.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU \\u51b7\\u5374\\u5668\\uff0c3 x 120 \\u6beb\\u7c73\\u6c34\\u51b7\\uff0c38 \\u6beb\\u7c73\\u6563\\u70ed\\u5668\\uff0cPWM \\u6cf5\\uff0cVRM \\u98ce\\u6247\\uff0cAMD AM5/AM4\\uff0c\\u82f1\\u7279\\u5c14 LGA1851/1700 \\u63a5\\u89e6\\u6846\\u67b6 - \\u9ed1\\u8272\", \"asin\": \"B0DLWGG85P\", \"price\": \"124.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD \\u9632\\u9759\\u7535\\u624b\\u5957\\uff0c\\u9ad8\\u8010\\u6027\\u78b3\\u7ea4\\u7ef4\\u7535\\u8111\\u624b\\u5957\\uff0c\\u5927\\u53f7 1 \\u53cc\", \"asin\": \"B01DP6RQYI\", \"price\": \"6.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics \\u7cbe\\u5bc6\\u87ba\\u4e1d\\u5200\\u5957\\u88c5 142 \\u4ef6\\uff0c\\u542b 120 \\u4f4d\\u78c1\\u6027\\u7ef4\\u4fee\\u5de5\\u5177\\u5957\\u4ef6\\uff0c\\u9002\\u7528\\u4e8e iPhone\\u3001MacBook\\u3001\\u7535\\u8111\\u3001\\u7b14\\u8bb0\\u672c\\u7535\\u8111\\u3001PC\\u3001\\u5e73\\u677f\\u7535\\u8111\\u3001PS4\\u3001Xbox\\u3001\\u4efb\\u5929\\u5802\\u3001\\u6e38\\u620f\\u673a\", \"asin\": \"B08SGM6F79\", \"price\": \"27.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO \\u5347\\u7ea7\\u5305\\uff083X NF-A12x25 PWM chromax.Black.swap 120mm \\u98ce\\u6247\\u52a0 1x NT-H2 \\u5bfc\\u70ed\\u818f\\uff09\", \"asin\": \"B09J91SVLF\", \"price\": \"106.95 \\u7f8e\\u5143\"},\n {\"title\": \"CORSAIR SF1000 (2024) \\u5168\\u6a21\\u5757\\u5316\\u4f4e\\u566a\\u97f3 80 Plus Platinum ATX \\u7535\\u6e90 \\u2013 \\u7b26\\u5408 ATX 3.0 \\u6807\\u51c6 \\u2013 \\u652f\\u6301 PCIe 5.0 \\u2013 \\u9644\\u5e26 SFX \\u8f6c ATX \\u652f\\u67b6 \\u2013 \\u9ed1\\u8272\", \"asin\": \"B0D45RN3KZ\", \"price\": \"229.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo \\u7cfb\\u5217 (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V \\u53f0\\u5f0f\\u7535\\u8111\\u5185\\u5b58 UDIMM - \\u94f6\\u8272 (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"149.99 \\u7f8e\\u5143\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B092LV1GT5\"\n},\n {\n \"title\": \"DKE SFX \\u81f3 ATX \\u7535\\u6e90\\u9002\\u914d\\u5668 SFX PSU \\u9002\\u5408 ATX PS2 PSU \\u5b89\\u88c5\\u652f\\u67b6\\uff0c\\u4e13\\u4e3a Silverstone PC \\u673a\\u7bb1\\u548c\\u5927\\u591a\\u6570 ATX \\u6216 Micro-ATX \\u7535\\u8111\\u673a\\u7bb1\\u8bbe\\u8ba1\\uff08\\u9ed1\\u8272\\uff09\"\n},\n {\n \"price\": \"10\\u7f8e\\u5143\\u300299\"\n},\n {\n \"bullet_list\": \"\\u2605DKE SFX \\u8f6c ATX \\u7535\\u6e90\\u9002\\u914d\\u5668\\u652f\\u67b6 \\u2605\\u7535\\u6e90\\u9002\\u914d\\u5668\\u673a\\u67b6\\u53ef\\u4ee5\\u5c06 SFX SFX-L \\u7535\\u6e90\\u5b89\\u88c5\\u5230\\u5927\\u591a\\u6570 ATX\\u3001Micro ATX \\u548c Mini-ITX \\u673a\\u7bb1\\u3002 \\u2605\\u6b64PSU\\u9002\\u914d\\u5668\\u652f\\u67b6\\u91c7\\u7528\\u5355\\u9762\\u5b89\\u88c5\\u8bbe\\u8ba1\\uff0c\\u6bd4\\u4e00\\u822c\\u7684\\u9002\\u914d\\u5668\\u6846\\u67b6\\u591a\\u51fa\\u7ea610mm\\u7684\\u4f4d\\u79fb\\u7a7a\\u95f4\\uff0c\\u4e3aSFX PSU\\u7684\\u4f4d\\u7f6e\\u63d0\\u4f9b\\u4e8621mm\\uff0c\\u4ee5\\u589e\\u52a0\\u6c14\\u6d41\\u548c\\u7ec4\\u4ef6\\u95f4\\u9699\\u3002 \\u2605\\u5373\\u4f7f\\u5728\\u4e00\\u822c\\u673a\\u7bb1\\u5185\\u4e5f\\u53ef\\u5b89\\u88c5\\u8f83\\u5c0f\\u5c3a\\u5bf8\\u7684SFX\\u7535\\u6e90\\uff0c\\u4e3a\\u73a9\\u5bb6\\u63d0\\u4f9b\\u66f4\\u7075\\u6d3b\\u7684\\u5e94\\u7528\\u65b9\\u5f0f\\u3002 \\u2605\\u5305\\u88c5\\u5185\\u542b\\uff1a1 * DKE SFX PSU ATX PS2 PSU \\u5b89\\u88c5\\u652f\\u67b6\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:28:15.921Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"\\u4e09\\u661f 990 PRO \\u7cfb\\u5217 - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 \\u5185\\u7f6e SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"169.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU \\u51b7\\u5374\\u5668\\uff0c3 x 120 \\u6beb\\u7c73\\u6c34\\u51b7\\uff0c38 \\u6beb\\u7c73\\u6563\\u70ed\\u5668\\uff0cPWM \\u6cf5\\uff0cVRM \\u98ce\\u6247\\uff0cAMD AM5/AM4\\uff0c\\u82f1\\u7279\\u5c14 LGA1851/1700 \\u63a5\\u89e6\\u6846\\u67b6 - \\u9ed1\\u8272\", \"asin\": \"B0DLWGG85P\", \"price\": \"124.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD \\u9632\\u9759\\u7535\\u624b\\u5957\\uff0c\\u9ad8\\u8010\\u6027\\u78b3\\u7ea4\\u7ef4\\u7535\\u8111\\u624b\\u5957\\uff0c\\u5927\\u53f7 1 \\u53cc\", \"asin\": \"B01DP6RQYI\", \"price\": \"6.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics \\u7cbe\\u5bc6\\u87ba\\u4e1d\\u5200\\u5957\\u88c5 142 \\u4ef6\\uff0c\\u542b 120 \\u4f4d\\u78c1\\u6027\\u7ef4\\u4fee\\u5de5\\u5177\\u5957\\u4ef6\\uff0c\\u9002\\u7528\\u4e8e iPhone\\u3001MacBook\\u3001\\u7535\\u8111\\u3001\\u7b14\\u8bb0\\u672c\\u7535\\u8111\\u3001PC\\u3001\\u5e73\\u677f\\u7535\\u8111\\u3001PS4\\u3001Xbox\\u3001\\u4efb\\u5929\\u5802\\u3001\\u6e38\\u620f\\u673a\", \"asin\": \"B08SGM6F79\", \"price\": \"27.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO \\u5347\\u7ea7\\u5305\\uff083X NF-A12x25 PWM chromax.Black.swap 120mm \\u98ce\\u6247\\u52a0 1x NT-H2 \\u5bfc\\u70ed\\u818f\\uff09\", \"asin\": \"B09J91SVLF\", \"price\": \"106.95 \\u7f8e\\u5143\"},\n {\"title\": \"CORSAIR SF1000 (2024) \\u5168\\u6a21\\u5757\\u5316\\u4f4e\\u566a\\u97f3 80 Plus Platinum ATX \\u7535\\u6e90 \\u2013 \\u7b26\\u5408 ATX 3.0 \\u6807\\u51c6 \\u2013 \\u652f\\u6301 PCIe 5.0 \\u2013 \\u9644\\u5e26 SFX \\u8f6c ATX \\u652f\\u67b6 \\u2013 \\u9ed1\\u8272\", \"asin\": \"B0D45RN3KZ\", \"price\": \"229.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo \\u7cfb\\u5217 (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V \\u53f0\\u5f0f\\u7535\\u8111\\u5185\\u5b58 UDIMM - \\u94f6\\u8272 (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"149.99 \\u7f8e\\u5143\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B092LV1GT5\"\n},\n {\n \"title\": \"DKE SFX \\u81f3 ATX \\u7535\\u6e90\\u9002\\u914d\\u5668 SFX PSU \\u9002\\u5408 ATX PS2 PSU \\u5b89\\u88c5\\u652f\\u67b6\\uff0c\\u4e13\\u4e3a Silverstone PC \\u673a\\u7bb1\\u548c\\u5927\\u591a\\u6570 ATX \\u6216 Micro-ATX \\u7535\\u8111\\u673a\\u7bb1\\u8bbe\\u8ba1\\uff08\\u9ed1\\u8272\\uff09\"\n},\n {\n \"price\": \"10\\u7f8e\\u5143\\u300299\"\n},\n {\n \"bullet_list\": \"\\u2605DKE SFX \\u8f6c ATX \\u7535\\u6e90\\u9002\\u914d\\u5668\\u652f\\u67b6 \\u2605\\u7535\\u6e90\\u9002\\u914d\\u5668\\u673a\\u67b6\\u53ef\\u4ee5\\u5c06 SFX SFX-L \\u7535\\u6e90\\u5b89\\u88c5\\u5230\\u5927\\u591a\\u6570 ATX\\u3001Micro ATX \\u548c Mini-ITX \\u673a\\u7bb1\\u3002 \\u2605\\u6b64PSU\\u9002\\u914d\\u5668\\u652f\\u67b6\\u91c7\\u7528\\u5355\\u9762\\u5b89\\u88c5\\u8bbe\\u8ba1\\uff0c\\u6bd4\\u4e00\\u822c\\u7684\\u9002\\u914d\\u5668\\u6846\\u67b6\\u591a\\u51fa\\u7ea610mm\\u7684\\u4f4d\\u79fb\\u7a7a\\u95f4\\uff0c\\u4e3aSFX PSU\\u7684\\u4f4d\\u7f6e\\u63d0\\u4f9b\\u4e8621mm\\uff0c\\u4ee5\\u589e\\u52a0\\u6c14\\u6d41\\u548c\\u7ec4\\u4ef6\\u95f4\\u9699\\u3002 \\u2605\\u5373\\u4f7f\\u5728\\u4e00\\u822c\\u673a\\u7bb1\\u5185\\u4e5f\\u53ef\\u5b89\\u88c5\\u8f83\\u5c0f\\u5c3a\\u5bf8\\u7684SFX\\u7535\\u6e90\\uff0c\\u4e3a\\u73a9\\u5bb6\\u63d0\\u4f9b\\u66f4\\u7075\\u6d3b\\u7684\\u5e94\\u7528\\u65b9\\u5f0f\\u3002 \\u2605\\u5305\\u88c5\\u5185\\u542b\\uff1a1 * DKE SFX PSU ATX PS2 PSU \\u5b89\\u88c5\\u652f\\u67b6\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:28:40.508Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:28:40.508Z
click
review
rule
2025-04-06T20:28:40.508Z
train
1,226
2025-04-06T20:28:40.508Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", 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"action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "\u4e09\u661f 990 PRO \u7cfb\u5217 - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 \u5185\u7f6e SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "169.99 \u7f8e\u5143", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU \u51b7\u5374\u5668\uff0c3 x 120 \u6beb\u7c73\u6c34\u51b7\uff0c38 \u6beb\u7c73\u6563\u70ed\u5668\uff0cPWM \u6cf5\uff0cVRM \u98ce\u6247\uff0cAMD AM5/AM4\uff0c\u82f1\u7279\u5c14 LGA1851/1700 \u63a5\u89e6\u6846\u67b6 - \u9ed1\u8272", "asin": "B0DLWGG85P", "price": "124.99 \u7f8e\u5143", "quantity": "1"}, {"title": "ThxToms ESD \u9632\u9759\u7535\u624b\u5957\uff0c\u9ad8\u8010\u6027\u78b3\u7ea4\u7ef4\u7535\u8111\u624b\u5957\uff0c\u5927\u53f7 1 \u53cc", "asin": "B01DP6RQYI", "price": "6.99 \u7f8e\u5143", "quantity": "1"}, {"title": "STREBITO Electronics \u7cbe\u5bc6\u87ba\u4e1d\u5200\u5957\u88c5 142 \u4ef6\uff0c\u542b 120 \u4f4d\u78c1\u6027\u7ef4\u4fee\u5de5\u5177\u5957\u4ef6\uff0c\u9002\u7528\u4e8e iPhone\u3001MacBook\u3001\u7535\u8111\u3001\u7b14\u8bb0\u672c\u7535\u8111\u3001PC\u3001\u5e73\u677f\u7535\u8111\u3001PS4\u3001Xbox\u3001\u4efb\u5929\u5802\u3001\u6e38\u620f\u673a", "asin": "B08SGM6F79", "price": "27.99 \u7f8e\u5143", "quantity": "1"}, {"title": "Noctua 360mm AIO \u5347\u7ea7\u5305\uff083X NF-A12x25 PWM chromax.Black.swap 120mm \u98ce\u6247\u52a0 1x NT-H2 \u5bfc\u70ed\u818f\uff09", "asin": "B09J91SVLF", "price": "106.95 \u7f8e\u5143"}, {"title": "CORSAIR SF1000 (2024) \u5168\u6a21\u5757\u5316\u4f4e\u566a\u97f3 80 Plus Platinum ATX \u7535\u6e90 \u2013 \u7b26\u5408 ATX 3.0 \u6807\u51c6 \u2013 \u652f\u6301 PCIe 5.0 \u2013 \u9644\u5e26 SFX \u8f6c ATX \u652f\u67b6 \u2013 \u9ed1\u8272", "asin": "B0D45RN3KZ", "price": "229.99 \u7f8e\u5143", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo \u7cfb\u5217 (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V \u53f0\u5f0f\u7535\u8111\u5185\u5b58 UDIMM - \u94f6\u8272 (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "149.99 \u7f8e\u5143", "quantity": "1"} ], "product_details": [ { "asin": "B092LV1GT5" }, { "title": "DKE SFX \u81f3 ATX \u7535\u6e90\u9002\u914d\u5668 SFX PSU \u9002\u5408 ATX PS2 PSU \u5b89\u88c5\u652f\u67b6\uff0c\u4e13\u4e3a Silverstone PC \u673a\u7bb1\u548c\u5927\u591a\u6570 ATX \u6216 Micro-ATX \u7535\u8111\u673a\u7bb1\u8bbe\u8ba1\uff08\u9ed1\u8272\uff09" }, { "price": "10\u7f8e\u5143\u300299" }, { "bullet_list": "\u2605DKE SFX \u8f6c ATX \u7535\u6e90\u9002\u914d\u5668\u652f\u67b6 \u2605\u7535\u6e90\u9002\u914d\u5668\u673a\u67b6\u53ef\u4ee5\u5c06 SFX SFX-L \u7535\u6e90\u5b89\u88c5\u5230\u5927\u591a\u6570 ATX\u3001Micro ATX \u548c Mini-ITX \u673a\u7bb1\u3002 \u2605\u6b64PSU\u9002\u914d\u5668\u652f\u67b6\u91c7\u7528\u5355\u9762\u5b89\u88c5\u8bbe\u8ba1\uff0c\u6bd4\u4e00\u822c\u7684\u9002\u914d\u5668\u6846\u67b6\u591a\u51fa\u7ea610mm\u7684\u4f4d\u79fb\u7a7a\u95f4\uff0c\u4e3aSFX PSU\u7684\u4f4d\u7f6e\u63d0\u4f9b\u4e8621mm\uff0c\u4ee5\u589e\u52a0\u6c14\u6d41\u548c\u7ec4\u4ef6\u95f4\u9699\u3002 \u2605\u5373\u4f7f\u5728\u4e00\u822c\u673a\u7bb1\u5185\u4e5f\u53ef\u5b89\u88c5\u8f83\u5c0f\u5c3a\u5bf8\u7684SFX\u7535\u6e90\uff0c\u4e3a\u73a9\u5bb6\u63d0\u4f9b\u66f4\u7075\u6d3b\u7684\u5e94\u7528\u65b9\u5f0f\u3002 \u2605\u5305\u88c5\u5185\u542b\uff1a1 * DKE SFX PSU ATX PS2 PSU \u5b89\u88c5\u652f\u67b6" } ], "product_quantity": [ { "quantity": "1" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T20:28:40.508Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1226, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"\\u4e09\\u661f 990 PRO \\u7cfb\\u5217 - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 \\u5185\\u7f6e SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"169.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU \\u51b7\\u5374\\u5668\\uff0c3 x 120 \\u6beb\\u7c73\\u6c34\\u51b7\\uff0c38 \\u6beb\\u7c73\\u6563\\u70ed\\u5668\\uff0cPWM \\u6cf5\\uff0cVRM \\u98ce\\u6247\\uff0cAMD AM5/AM4\\uff0c\\u82f1\\u7279\\u5c14 LGA1851/1700 \\u63a5\\u89e6\\u6846\\u67b6 - \\u9ed1\\u8272\", \"asin\": \"B0DLWGG85P\", \"price\": \"124.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD \\u9632\\u9759\\u7535\\u624b\\u5957\\uff0c\\u9ad8\\u8010\\u6027\\u78b3\\u7ea4\\u7ef4\\u7535\\u8111\\u624b\\u5957\\uff0c\\u5927\\u53f7 1 \\u53cc\", \"asin\": \"B01DP6RQYI\", \"price\": \"6.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics \\u7cbe\\u5bc6\\u87ba\\u4e1d\\u5200\\u5957\\u88c5 142 \\u4ef6\\uff0c\\u542b 120 \\u4f4d\\u78c1\\u6027\\u7ef4\\u4fee\\u5de5\\u5177\\u5957\\u4ef6\\uff0c\\u9002\\u7528\\u4e8e iPhone\\u3001MacBook\\u3001\\u7535\\u8111\\u3001\\u7b14\\u8bb0\\u672c\\u7535\\u8111\\u3001PC\\u3001\\u5e73\\u677f\\u7535\\u8111\\u3001PS4\\u3001Xbox\\u3001\\u4efb\\u5929\\u5802\\u3001\\u6e38\\u620f\\u673a\", \"asin\": \"B08SGM6F79\", \"price\": \"27.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO \\u5347\\u7ea7\\u5305\\uff083X NF-A12x25 PWM chromax.Black.swap 120mm \\u98ce\\u6247\\u52a0 1x NT-H2 \\u5bfc\\u70ed\\u818f\\uff09\", \"asin\": \"B09J91SVLF\", \"price\": \"106.95 \\u7f8e\\u5143\"},\n {\"title\": \"CORSAIR SF1000 (2024) \\u5168\\u6a21\\u5757\\u5316\\u4f4e\\u566a\\u97f3 80 Plus Platinum ATX \\u7535\\u6e90 \\u2013 \\u7b26\\u5408 ATX 3.0 \\u6807\\u51c6 \\u2013 \\u652f\\u6301 PCIe 5.0 \\u2013 \\u9644\\u5e26 SFX \\u8f6c ATX \\u652f\\u67b6 \\u2013 \\u9ed1\\u8272\", \"asin\": \"B0D45RN3KZ\", \"price\": \"229.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo \\u7cfb\\u5217 (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V \\u53f0\\u5f0f\\u7535\\u8111\\u5185\\u5b58 UDIMM - \\u94f6\\u8272 (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"149.99 \\u7f8e\\u5143\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B092LV1GT5\"\n},\n {\n \"title\": \"DKE SFX \\u81f3 ATX \\u7535\\u6e90\\u9002\\u914d\\u5668 SFX PSU \\u9002\\u5408 ATX PS2 PSU \\u5b89\\u88c5\\u652f\\u67b6\\uff0c\\u4e13\\u4e3a Silverstone PC \\u673a\\u7bb1\\u548c\\u5927\\u591a\\u6570 ATX \\u6216 Micro-ATX \\u7535\\u8111\\u673a\\u7bb1\\u8bbe\\u8ba1\\uff08\\u9ed1\\u8272\\uff09\"\n},\n {\n \"price\": \"10\\u7f8e\\u5143\\u300299\"\n},\n {\n \"bullet_list\": \"\\u2605DKE SFX \\u8f6c ATX \\u7535\\u6e90\\u9002\\u914d\\u5668\\u652f\\u67b6 \\u2605\\u7535\\u6e90\\u9002\\u914d\\u5668\\u673a\\u67b6\\u53ef\\u4ee5\\u5c06 SFX SFX-L \\u7535\\u6e90\\u5b89\\u88c5\\u5230\\u5927\\u591a\\u6570 ATX\\u3001Micro ATX \\u548c Mini-ITX \\u673a\\u7bb1\\u3002 \\u2605\\u6b64PSU\\u9002\\u914d\\u5668\\u652f\\u67b6\\u91c7\\u7528\\u5355\\u9762\\u5b89\\u88c5\\u8bbe\\u8ba1\\uff0c\\u6bd4\\u4e00\\u822c\\u7684\\u9002\\u914d\\u5668\\u6846\\u67b6\\u591a\\u51fa\\u7ea610mm\\u7684\\u4f4d\\u79fb\\u7a7a\\u95f4\\uff0c\\u4e3aSFX PSU\\u7684\\u4f4d\\u7f6e\\u63d0\\u4f9b\\u4e8621mm\\uff0c\\u4ee5\\u589e\\u52a0\\u6c14\\u6d41\\u548c\\u7ec4\\u4ef6\\u95f4\\u9699\\u3002 \\u2605\\u5373\\u4f7f\\u5728\\u4e00\\u822c\\u673a\\u7bb1\\u5185\\u4e5f\\u53ef\\u5b89\\u88c5\\u8f83\\u5c0f\\u5c3a\\u5bf8\\u7684SFX\\u7535\\u6e90\\uff0c\\u4e3a\\u73a9\\u5bb6\\u63d0\\u4f9b\\u66f4\\u7075\\u6d3b\\u7684\\u5e94\\u7528\\u65b9\\u5f0f\\u3002 \\u2605\\u5305\\u88c5\\u5185\\u542b\\uff1a1 * DKE SFX PSU ATX PS2 PSU \\u5b89\\u88c5\\u652f\\u67b6\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:28:40.508Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"\\u4e09\\u661f 990 PRO \\u7cfb\\u5217 - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 \\u5185\\u7f6e SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"169.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU \\u51b7\\u5374\\u5668\\uff0c3 x 120 \\u6beb\\u7c73\\u6c34\\u51b7\\uff0c38 \\u6beb\\u7c73\\u6563\\u70ed\\u5668\\uff0cPWM \\u6cf5\\uff0cVRM \\u98ce\\u6247\\uff0cAMD AM5/AM4\\uff0c\\u82f1\\u7279\\u5c14 LGA1851/1700 \\u63a5\\u89e6\\u6846\\u67b6 - \\u9ed1\\u8272\", \"asin\": \"B0DLWGG85P\", \"price\": \"124.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD \\u9632\\u9759\\u7535\\u624b\\u5957\\uff0c\\u9ad8\\u8010\\u6027\\u78b3\\u7ea4\\u7ef4\\u7535\\u8111\\u624b\\u5957\\uff0c\\u5927\\u53f7 1 \\u53cc\", \"asin\": \"B01DP6RQYI\", \"price\": \"6.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics \\u7cbe\\u5bc6\\u87ba\\u4e1d\\u5200\\u5957\\u88c5 142 \\u4ef6\\uff0c\\u542b 120 \\u4f4d\\u78c1\\u6027\\u7ef4\\u4fee\\u5de5\\u5177\\u5957\\u4ef6\\uff0c\\u9002\\u7528\\u4e8e iPhone\\u3001MacBook\\u3001\\u7535\\u8111\\u3001\\u7b14\\u8bb0\\u672c\\u7535\\u8111\\u3001PC\\u3001\\u5e73\\u677f\\u7535\\u8111\\u3001PS4\\u3001Xbox\\u3001\\u4efb\\u5929\\u5802\\u3001\\u6e38\\u620f\\u673a\", \"asin\": \"B08SGM6F79\", \"price\": \"27.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO \\u5347\\u7ea7\\u5305\\uff083X NF-A12x25 PWM chromax.Black.swap 120mm \\u98ce\\u6247\\u52a0 1x NT-H2 \\u5bfc\\u70ed\\u818f\\uff09\", \"asin\": \"B09J91SVLF\", \"price\": \"106.95 \\u7f8e\\u5143\"},\n {\"title\": \"CORSAIR SF1000 (2024) \\u5168\\u6a21\\u5757\\u5316\\u4f4e\\u566a\\u97f3 80 Plus Platinum ATX \\u7535\\u6e90 \\u2013 \\u7b26\\u5408 ATX 3.0 \\u6807\\u51c6 \\u2013 \\u652f\\u6301 PCIe 5.0 \\u2013 \\u9644\\u5e26 SFX \\u8f6c ATX \\u652f\\u67b6 \\u2013 \\u9ed1\\u8272\", \"asin\": \"B0D45RN3KZ\", \"price\": \"229.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo \\u7cfb\\u5217 (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V \\u53f0\\u5f0f\\u7535\\u8111\\u5185\\u5b58 UDIMM - \\u94f6\\u8272 (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"149.99 \\u7f8e\\u5143\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B092LV1GT5\"\n},\n {\n \"title\": \"DKE SFX \\u81f3 ATX \\u7535\\u6e90\\u9002\\u914d\\u5668 SFX PSU \\u9002\\u5408 ATX PS2 PSU \\u5b89\\u88c5\\u652f\\u67b6\\uff0c\\u4e13\\u4e3a Silverstone PC \\u673a\\u7bb1\\u548c\\u5927\\u591a\\u6570 ATX \\u6216 Micro-ATX \\u7535\\u8111\\u673a\\u7bb1\\u8bbe\\u8ba1\\uff08\\u9ed1\\u8272\\uff09\"\n},\n {\n \"price\": \"10\\u7f8e\\u5143\\u300299\"\n},\n {\n \"bullet_list\": \"\\u2605DKE SFX \\u8f6c ATX \\u7535\\u6e90\\u9002\\u914d\\u5668\\u652f\\u67b6 \\u2605\\u7535\\u6e90\\u9002\\u914d\\u5668\\u673a\\u67b6\\u53ef\\u4ee5\\u5c06 SFX SFX-L \\u7535\\u6e90\\u5b89\\u88c5\\u5230\\u5927\\u591a\\u6570 ATX\\u3001Micro ATX \\u548c Mini-ITX \\u673a\\u7bb1\\u3002 \\u2605\\u6b64PSU\\u9002\\u914d\\u5668\\u652f\\u67b6\\u91c7\\u7528\\u5355\\u9762\\u5b89\\u88c5\\u8bbe\\u8ba1\\uff0c\\u6bd4\\u4e00\\u822c\\u7684\\u9002\\u914d\\u5668\\u6846\\u67b6\\u591a\\u51fa\\u7ea610mm\\u7684\\u4f4d\\u79fb\\u7a7a\\u95f4\\uff0c\\u4e3aSFX PSU\\u7684\\u4f4d\\u7f6e\\u63d0\\u4f9b\\u4e8621mm\\uff0c\\u4ee5\\u589e\\u52a0\\u6c14\\u6d41\\u548c\\u7ec4\\u4ef6\\u95f4\\u9699\\u3002 \\u2605\\u5373\\u4f7f\\u5728\\u4e00\\u822c\\u673a\\u7bb1\\u5185\\u4e5f\\u53ef\\u5b89\\u88c5\\u8f83\\u5c0f\\u5c3a\\u5bf8\\u7684SFX\\u7535\\u6e90\\uff0c\\u4e3a\\u73a9\\u5bb6\\u63d0\\u4f9b\\u66f4\\u7075\\u6d3b\\u7684\\u5e94\\u7528\\u65b9\\u5f0f\\u3002 \\u2605\\u5305\\u88c5\\u5185\\u542b\\uff1a1 * DKE SFX PSU ATX PS2 PSU \\u5b89\\u88c5\\u652f\\u67b6\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:28:45.980Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:28:45.980Z
click
review
rule
2025-04-06T20:28:45.980Z
train
1,227
2025-04-06T20:28:45.980Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", 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"action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "\u4e09\u661f 990 PRO \u7cfb\u5217 - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 \u5185\u7f6e SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "169.99 \u7f8e\u5143", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU \u51b7\u5374\u5668\uff0c3 x 120 \u6beb\u7c73\u6c34\u51b7\uff0c38 \u6beb\u7c73\u6563\u70ed\u5668\uff0cPWM \u6cf5\uff0cVRM \u98ce\u6247\uff0cAMD AM5/AM4\uff0c\u82f1\u7279\u5c14 LGA1851/1700 \u63a5\u89e6\u6846\u67b6 - \u9ed1\u8272", "asin": "B0DLWGG85P", "price": "124.99 \u7f8e\u5143", "quantity": "1"}, {"title": "ThxToms ESD \u9632\u9759\u7535\u624b\u5957\uff0c\u9ad8\u8010\u6027\u78b3\u7ea4\u7ef4\u7535\u8111\u624b\u5957\uff0c\u5927\u53f7 1 \u53cc", "asin": "B01DP6RQYI", "price": "6.99 \u7f8e\u5143", "quantity": "1"}, {"title": "STREBITO Electronics \u7cbe\u5bc6\u87ba\u4e1d\u5200\u5957\u88c5 142 \u4ef6\uff0c\u542b 120 \u4f4d\u78c1\u6027\u7ef4\u4fee\u5de5\u5177\u5957\u4ef6\uff0c\u9002\u7528\u4e8e iPhone\u3001MacBook\u3001\u7535\u8111\u3001\u7b14\u8bb0\u672c\u7535\u8111\u3001PC\u3001\u5e73\u677f\u7535\u8111\u3001PS4\u3001Xbox\u3001\u4efb\u5929\u5802\u3001\u6e38\u620f\u673a", "asin": "B08SGM6F79", "price": "27.99 \u7f8e\u5143", "quantity": "1"}, {"title": "Noctua 360mm AIO \u5347\u7ea7\u5305\uff083X NF-A12x25 PWM chromax.Black.swap 120mm \u98ce\u6247\u52a0 1x NT-H2 \u5bfc\u70ed\u818f\uff09", "asin": "B09J91SVLF", "price": "106.95 \u7f8e\u5143"}, {"title": "CORSAIR SF1000 (2024) \u5168\u6a21\u5757\u5316\u4f4e\u566a\u97f3 80 Plus Platinum ATX \u7535\u6e90 \u2013 \u7b26\u5408 ATX 3.0 \u6807\u51c6 \u2013 \u652f\u6301 PCIe 5.0 \u2013 \u9644\u5e26 SFX \u8f6c ATX \u652f\u67b6 \u2013 \u9ed1\u8272", "asin": "B0D45RN3KZ", "price": "229.99 \u7f8e\u5143", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo \u7cfb\u5217 (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V \u53f0\u5f0f\u7535\u8111\u5185\u5b58 UDIMM - \u94f6\u8272 (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "149.99 \u7f8e\u5143", "quantity": "1"} ], "product_details": [ { "asin": "B092LV1GT5" }, { "title": "DKE SFX \u81f3 ATX \u7535\u6e90\u9002\u914d\u5668 SFX PSU \u9002\u5408 ATX PS2 PSU \u5b89\u88c5\u652f\u67b6\uff0c\u4e13\u4e3a Silverstone PC \u673a\u7bb1\u548c\u5927\u591a\u6570 ATX \u6216 Micro-ATX \u7535\u8111\u673a\u7bb1\u8bbe\u8ba1\uff08\u9ed1\u8272\uff09" }, { "price": "10\u7f8e\u5143\u300299" }, { "bullet_list": "\u2605DKE SFX \u8f6c ATX \u7535\u6e90\u9002\u914d\u5668\u652f\u67b6 \u2605\u7535\u6e90\u9002\u914d\u5668\u673a\u67b6\u53ef\u4ee5\u5c06 SFX SFX-L \u7535\u6e90\u5b89\u88c5\u5230\u5927\u591a\u6570 ATX\u3001Micro ATX \u548c Mini-ITX \u673a\u7bb1\u3002 \u2605\u6b64PSU\u9002\u914d\u5668\u652f\u67b6\u91c7\u7528\u5355\u9762\u5b89\u88c5\u8bbe\u8ba1\uff0c\u6bd4\u4e00\u822c\u7684\u9002\u914d\u5668\u6846\u67b6\u591a\u51fa\u7ea610mm\u7684\u4f4d\u79fb\u7a7a\u95f4\uff0c\u4e3aSFX PSU\u7684\u4f4d\u7f6e\u63d0\u4f9b\u4e8621mm\uff0c\u4ee5\u589e\u52a0\u6c14\u6d41\u548c\u7ec4\u4ef6\u95f4\u9699\u3002 \u2605\u5373\u4f7f\u5728\u4e00\u822c\u673a\u7bb1\u5185\u4e5f\u53ef\u5b89\u88c5\u8f83\u5c0f\u5c3a\u5bf8\u7684SFX\u7535\u6e90\uff0c\u4e3a\u73a9\u5bb6\u63d0\u4f9b\u66f4\u7075\u6d3b\u7684\u5e94\u7528\u65b9\u5f0f\u3002 \u2605\u5305\u88c5\u5185\u542b\uff1a1 * DKE SFX PSU ATX PS2 PSU \u5b89\u88c5\u652f\u67b6" } ], "product_quantity": [ { "quantity": "1" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T20:28:45.980Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1227, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"\\u4e09\\u661f 990 PRO \\u7cfb\\u5217 - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 \\u5185\\u7f6e SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"169.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU \\u51b7\\u5374\\u5668\\uff0c3 x 120 \\u6beb\\u7c73\\u6c34\\u51b7\\uff0c38 \\u6beb\\u7c73\\u6563\\u70ed\\u5668\\uff0cPWM \\u6cf5\\uff0cVRM \\u98ce\\u6247\\uff0cAMD AM5/AM4\\uff0c\\u82f1\\u7279\\u5c14 LGA1851/1700 \\u63a5\\u89e6\\u6846\\u67b6 - \\u9ed1\\u8272\", \"asin\": \"B0DLWGG85P\", \"price\": \"124.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD \\u9632\\u9759\\u7535\\u624b\\u5957\\uff0c\\u9ad8\\u8010\\u6027\\u78b3\\u7ea4\\u7ef4\\u7535\\u8111\\u624b\\u5957\\uff0c\\u5927\\u53f7 1 \\u53cc\", \"asin\": \"B01DP6RQYI\", \"price\": \"6.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics \\u7cbe\\u5bc6\\u87ba\\u4e1d\\u5200\\u5957\\u88c5 142 \\u4ef6\\uff0c\\u542b 120 \\u4f4d\\u78c1\\u6027\\u7ef4\\u4fee\\u5de5\\u5177\\u5957\\u4ef6\\uff0c\\u9002\\u7528\\u4e8e iPhone\\u3001MacBook\\u3001\\u7535\\u8111\\u3001\\u7b14\\u8bb0\\u672c\\u7535\\u8111\\u3001PC\\u3001\\u5e73\\u677f\\u7535\\u8111\\u3001PS4\\u3001Xbox\\u3001\\u4efb\\u5929\\u5802\\u3001\\u6e38\\u620f\\u673a\", \"asin\": \"B08SGM6F79\", \"price\": \"27.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO \\u5347\\u7ea7\\u5305\\uff083X NF-A12x25 PWM chromax.Black.swap 120mm \\u98ce\\u6247\\u52a0 1x NT-H2 \\u5bfc\\u70ed\\u818f\\uff09\", \"asin\": \"B09J91SVLF\", \"price\": \"106.95 \\u7f8e\\u5143\"},\n {\"title\": \"CORSAIR SF1000 (2024) \\u5168\\u6a21\\u5757\\u5316\\u4f4e\\u566a\\u97f3 80 Plus Platinum ATX \\u7535\\u6e90 \\u2013 \\u7b26\\u5408 ATX 3.0 \\u6807\\u51c6 \\u2013 \\u652f\\u6301 PCIe 5.0 \\u2013 \\u9644\\u5e26 SFX \\u8f6c ATX \\u652f\\u67b6 \\u2013 \\u9ed1\\u8272\", \"asin\": \"B0D45RN3KZ\", \"price\": \"229.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo \\u7cfb\\u5217 (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V \\u53f0\\u5f0f\\u7535\\u8111\\u5185\\u5b58 UDIMM - \\u94f6\\u8272 (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"149.99 \\u7f8e\\u5143\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B092LV1GT5\"\n},\n {\n \"title\": \"DKE SFX \\u81f3 ATX \\u7535\\u6e90\\u9002\\u914d\\u5668 SFX PSU \\u9002\\u5408 ATX PS2 PSU \\u5b89\\u88c5\\u652f\\u67b6\\uff0c\\u4e13\\u4e3a Silverstone PC \\u673a\\u7bb1\\u548c\\u5927\\u591a\\u6570 ATX \\u6216 Micro-ATX \\u7535\\u8111\\u673a\\u7bb1\\u8bbe\\u8ba1\\uff08\\u9ed1\\u8272\\uff09\"\n},\n {\n \"price\": \"10\\u7f8e\\u5143\\u300299\"\n},\n {\n \"bullet_list\": \"\\u2605DKE SFX \\u8f6c ATX \\u7535\\u6e90\\u9002\\u914d\\u5668\\u652f\\u67b6 \\u2605\\u7535\\u6e90\\u9002\\u914d\\u5668\\u673a\\u67b6\\u53ef\\u4ee5\\u5c06 SFX SFX-L \\u7535\\u6e90\\u5b89\\u88c5\\u5230\\u5927\\u591a\\u6570 ATX\\u3001Micro ATX \\u548c Mini-ITX \\u673a\\u7bb1\\u3002 \\u2605\\u6b64PSU\\u9002\\u914d\\u5668\\u652f\\u67b6\\u91c7\\u7528\\u5355\\u9762\\u5b89\\u88c5\\u8bbe\\u8ba1\\uff0c\\u6bd4\\u4e00\\u822c\\u7684\\u9002\\u914d\\u5668\\u6846\\u67b6\\u591a\\u51fa\\u7ea610mm\\u7684\\u4f4d\\u79fb\\u7a7a\\u95f4\\uff0c\\u4e3aSFX PSU\\u7684\\u4f4d\\u7f6e\\u63d0\\u4f9b\\u4e8621mm\\uff0c\\u4ee5\\u589e\\u52a0\\u6c14\\u6d41\\u548c\\u7ec4\\u4ef6\\u95f4\\u9699\\u3002 \\u2605\\u5373\\u4f7f\\u5728\\u4e00\\u822c\\u673a\\u7bb1\\u5185\\u4e5f\\u53ef\\u5b89\\u88c5\\u8f83\\u5c0f\\u5c3a\\u5bf8\\u7684SFX\\u7535\\u6e90\\uff0c\\u4e3a\\u73a9\\u5bb6\\u63d0\\u4f9b\\u66f4\\u7075\\u6d3b\\u7684\\u5e94\\u7528\\u65b9\\u5f0f\\u3002 \\u2605\\u5305\\u88c5\\u5185\\u542b\\uff1a1 * DKE SFX PSU ATX PS2 PSU \\u5b89\\u88c5\\u652f\\u67b6\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:28:45.980Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"\\u4e09\\u661f 990 PRO \\u7cfb\\u5217 - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 \\u5185\\u7f6e SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"169.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU \\u51b7\\u5374\\u5668\\uff0c3 x 120 \\u6beb\\u7c73\\u6c34\\u51b7\\uff0c38 \\u6beb\\u7c73\\u6563\\u70ed\\u5668\\uff0cPWM \\u6cf5\\uff0cVRM \\u98ce\\u6247\\uff0cAMD AM5/AM4\\uff0c\\u82f1\\u7279\\u5c14 LGA1851/1700 \\u63a5\\u89e6\\u6846\\u67b6 - \\u9ed1\\u8272\", \"asin\": \"B0DLWGG85P\", \"price\": \"124.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD \\u9632\\u9759\\u7535\\u624b\\u5957\\uff0c\\u9ad8\\u8010\\u6027\\u78b3\\u7ea4\\u7ef4\\u7535\\u8111\\u624b\\u5957\\uff0c\\u5927\\u53f7 1 \\u53cc\", \"asin\": \"B01DP6RQYI\", \"price\": \"6.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics \\u7cbe\\u5bc6\\u87ba\\u4e1d\\u5200\\u5957\\u88c5 142 \\u4ef6\\uff0c\\u542b 120 \\u4f4d\\u78c1\\u6027\\u7ef4\\u4fee\\u5de5\\u5177\\u5957\\u4ef6\\uff0c\\u9002\\u7528\\u4e8e iPhone\\u3001MacBook\\u3001\\u7535\\u8111\\u3001\\u7b14\\u8bb0\\u672c\\u7535\\u8111\\u3001PC\\u3001\\u5e73\\u677f\\u7535\\u8111\\u3001PS4\\u3001Xbox\\u3001\\u4efb\\u5929\\u5802\\u3001\\u6e38\\u620f\\u673a\", \"asin\": \"B08SGM6F79\", \"price\": \"27.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO \\u5347\\u7ea7\\u5305\\uff083X NF-A12x25 PWM chromax.Black.swap 120mm \\u98ce\\u6247\\u52a0 1x NT-H2 \\u5bfc\\u70ed\\u818f\\uff09\", \"asin\": \"B09J91SVLF\", \"price\": \"106.95 \\u7f8e\\u5143\"},\n {\"title\": \"CORSAIR SF1000 (2024) \\u5168\\u6a21\\u5757\\u5316\\u4f4e\\u566a\\u97f3 80 Plus Platinum ATX \\u7535\\u6e90 \\u2013 \\u7b26\\u5408 ATX 3.0 \\u6807\\u51c6 \\u2013 \\u652f\\u6301 PCIe 5.0 \\u2013 \\u9644\\u5e26 SFX \\u8f6c ATX \\u652f\\u67b6 \\u2013 \\u9ed1\\u8272\", \"asin\": \"B0D45RN3KZ\", \"price\": \"229.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo \\u7cfb\\u5217 (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V \\u53f0\\u5f0f\\u7535\\u8111\\u5185\\u5b58 UDIMM - \\u94f6\\u8272 (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"149.99 \\u7f8e\\u5143\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B092LV1GT5\"\n},\n {\n \"title\": \"DKE SFX \\u81f3 ATX \\u7535\\u6e90\\u9002\\u914d\\u5668 SFX PSU \\u9002\\u5408 ATX PS2 PSU \\u5b89\\u88c5\\u652f\\u67b6\\uff0c\\u4e13\\u4e3a Silverstone PC \\u673a\\u7bb1\\u548c\\u5927\\u591a\\u6570 ATX \\u6216 Micro-ATX \\u7535\\u8111\\u673a\\u7bb1\\u8bbe\\u8ba1\\uff08\\u9ed1\\u8272\\uff09\"\n},\n {\n \"price\": \"10\\u7f8e\\u5143\\u300299\"\n},\n {\n \"bullet_list\": \"\\u2605DKE SFX \\u8f6c ATX \\u7535\\u6e90\\u9002\\u914d\\u5668\\u652f\\u67b6 \\u2605\\u7535\\u6e90\\u9002\\u914d\\u5668\\u673a\\u67b6\\u53ef\\u4ee5\\u5c06 SFX SFX-L \\u7535\\u6e90\\u5b89\\u88c5\\u5230\\u5927\\u591a\\u6570 ATX\\u3001Micro ATX \\u548c Mini-ITX \\u673a\\u7bb1\\u3002 \\u2605\\u6b64PSU\\u9002\\u914d\\u5668\\u652f\\u67b6\\u91c7\\u7528\\u5355\\u9762\\u5b89\\u88c5\\u8bbe\\u8ba1\\uff0c\\u6bd4\\u4e00\\u822c\\u7684\\u9002\\u914d\\u5668\\u6846\\u67b6\\u591a\\u51fa\\u7ea610mm\\u7684\\u4f4d\\u79fb\\u7a7a\\u95f4\\uff0c\\u4e3aSFX PSU\\u7684\\u4f4d\\u7f6e\\u63d0\\u4f9b\\u4e8621mm\\uff0c\\u4ee5\\u589e\\u52a0\\u6c14\\u6d41\\u548c\\u7ec4\\u4ef6\\u95f4\\u9699\\u3002 \\u2605\\u5373\\u4f7f\\u5728\\u4e00\\u822c\\u673a\\u7bb1\\u5185\\u4e5f\\u53ef\\u5b89\\u88c5\\u8f83\\u5c0f\\u5c3a\\u5bf8\\u7684SFX\\u7535\\u6e90\\uff0c\\u4e3a\\u73a9\\u5bb6\\u63d0\\u4f9b\\u66f4\\u7075\\u6d3b\\u7684\\u5e94\\u7528\\u65b9\\u5f0f\\u3002 \\u2605\\u5305\\u88c5\\u5185\\u542b\\uff1a1 * DKE SFX PSU ATX PS2 PSU \\u5b89\\u88c5\\u652f\\u67b6\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:28:51.038Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:28:51.038Z
click
review
rule
2025-04-06T20:28:51.038Z
train
1,228
2025-04-06T20:28:51.038Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", 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"action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "\u4e09\u661f 990 PRO \u7cfb\u5217 - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 \u5185\u7f6e SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "169.99 \u7f8e\u5143", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU \u51b7\u5374\u5668\uff0c3 x 120 \u6beb\u7c73\u6c34\u51b7\uff0c38 \u6beb\u7c73\u6563\u70ed\u5668\uff0cPWM \u6cf5\uff0cVRM \u98ce\u6247\uff0cAMD AM5/AM4\uff0c\u82f1\u7279\u5c14 LGA1851/1700 \u63a5\u89e6\u6846\u67b6 - \u9ed1\u8272", "asin": "B0DLWGG85P", "price": "124.99 \u7f8e\u5143", "quantity": "1"}, {"title": "ThxToms ESD \u9632\u9759\u7535\u624b\u5957\uff0c\u9ad8\u8010\u6027\u78b3\u7ea4\u7ef4\u7535\u8111\u624b\u5957\uff0c\u5927\u53f7 1 \u53cc", "asin": "B01DP6RQYI", "price": "6.99 \u7f8e\u5143", "quantity": "1"}, {"title": "STREBITO Electronics \u7cbe\u5bc6\u87ba\u4e1d\u5200\u5957\u88c5 142 \u4ef6\uff0c\u542b 120 \u4f4d\u78c1\u6027\u7ef4\u4fee\u5de5\u5177\u5957\u4ef6\uff0c\u9002\u7528\u4e8e iPhone\u3001MacBook\u3001\u7535\u8111\u3001\u7b14\u8bb0\u672c\u7535\u8111\u3001PC\u3001\u5e73\u677f\u7535\u8111\u3001PS4\u3001Xbox\u3001\u4efb\u5929\u5802\u3001\u6e38\u620f\u673a", "asin": "B08SGM6F79", "price": "27.99 \u7f8e\u5143", "quantity": "1"}, {"title": "Noctua 360mm AIO \u5347\u7ea7\u5305\uff083X NF-A12x25 PWM chromax.Black.swap 120mm \u98ce\u6247\u52a0 1x NT-H2 \u5bfc\u70ed\u818f\uff09", "asin": "B09J91SVLF", "price": "106.95 \u7f8e\u5143"}, {"title": "CORSAIR SF1000 (2024) \u5168\u6a21\u5757\u5316\u4f4e\u566a\u97f3 80 Plus Platinum ATX \u7535\u6e90 \u2013 \u7b26\u5408 ATX 3.0 \u6807\u51c6 \u2013 \u652f\u6301 PCIe 5.0 \u2013 \u9644\u5e26 SFX \u8f6c ATX \u652f\u67b6 \u2013 \u9ed1\u8272", "asin": "B0D45RN3KZ", "price": "229.99 \u7f8e\u5143", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo \u7cfb\u5217 (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V \u53f0\u5f0f\u7535\u8111\u5185\u5b58 UDIMM - \u94f6\u8272 (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "149.99 \u7f8e\u5143", "quantity": "1"} ], "product_details": [ { "asin": "B092LV1GT5" }, { "title": "DKE SFX \u81f3 ATX \u7535\u6e90\u9002\u914d\u5668 SFX PSU \u9002\u5408 ATX PS2 PSU \u5b89\u88c5\u652f\u67b6\uff0c\u4e13\u4e3a Silverstone PC \u673a\u7bb1\u548c\u5927\u591a\u6570 ATX \u6216 Micro-ATX \u7535\u8111\u673a\u7bb1\u8bbe\u8ba1\uff08\u9ed1\u8272\uff09" }, { "price": "10\u7f8e\u5143\u300299" }, { "bullet_list": "\u2605DKE SFX \u8f6c ATX \u7535\u6e90\u9002\u914d\u5668\u652f\u67b6 \u2605\u7535\u6e90\u9002\u914d\u5668\u673a\u67b6\u53ef\u4ee5\u5c06 SFX SFX-L \u7535\u6e90\u5b89\u88c5\u5230\u5927\u591a\u6570 ATX\u3001Micro ATX \u548c Mini-ITX \u673a\u7bb1\u3002 \u2605\u6b64PSU\u9002\u914d\u5668\u652f\u67b6\u91c7\u7528\u5355\u9762\u5b89\u88c5\u8bbe\u8ba1\uff0c\u6bd4\u4e00\u822c\u7684\u9002\u914d\u5668\u6846\u67b6\u591a\u51fa\u7ea610mm\u7684\u4f4d\u79fb\u7a7a\u95f4\uff0c\u4e3aSFX PSU\u7684\u4f4d\u7f6e\u63d0\u4f9b\u4e8621mm\uff0c\u4ee5\u589e\u52a0\u6c14\u6d41\u548c\u7ec4\u4ef6\u95f4\u9699\u3002 \u2605\u5373\u4f7f\u5728\u4e00\u822c\u673a\u7bb1\u5185\u4e5f\u53ef\u5b89\u88c5\u8f83\u5c0f\u5c3a\u5bf8\u7684SFX\u7535\u6e90\uff0c\u4e3a\u73a9\u5bb6\u63d0\u4f9b\u66f4\u7075\u6d3b\u7684\u5e94\u7528\u65b9\u5f0f\u3002 \u2605\u5305\u88c5\u5185\u542b\uff1a1 * DKE SFX PSU ATX PS2 PSU \u5b89\u88c5\u652f\u67b6" } ], "product_quantity": [ { "quantity": "1" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T20:28:51.038Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1228, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"\\u4e09\\u661f 990 PRO \\u7cfb\\u5217 - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 \\u5185\\u7f6e SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"169.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU \\u51b7\\u5374\\u5668\\uff0c3 x 120 \\u6beb\\u7c73\\u6c34\\u51b7\\uff0c38 \\u6beb\\u7c73\\u6563\\u70ed\\u5668\\uff0cPWM \\u6cf5\\uff0cVRM \\u98ce\\u6247\\uff0cAMD AM5/AM4\\uff0c\\u82f1\\u7279\\u5c14 LGA1851/1700 \\u63a5\\u89e6\\u6846\\u67b6 - \\u9ed1\\u8272\", \"asin\": \"B0DLWGG85P\", \"price\": \"124.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD \\u9632\\u9759\\u7535\\u624b\\u5957\\uff0c\\u9ad8\\u8010\\u6027\\u78b3\\u7ea4\\u7ef4\\u7535\\u8111\\u624b\\u5957\\uff0c\\u5927\\u53f7 1 \\u53cc\", \"asin\": \"B01DP6RQYI\", \"price\": \"6.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics \\u7cbe\\u5bc6\\u87ba\\u4e1d\\u5200\\u5957\\u88c5 142 \\u4ef6\\uff0c\\u542b 120 \\u4f4d\\u78c1\\u6027\\u7ef4\\u4fee\\u5de5\\u5177\\u5957\\u4ef6\\uff0c\\u9002\\u7528\\u4e8e iPhone\\u3001MacBook\\u3001\\u7535\\u8111\\u3001\\u7b14\\u8bb0\\u672c\\u7535\\u8111\\u3001PC\\u3001\\u5e73\\u677f\\u7535\\u8111\\u3001PS4\\u3001Xbox\\u3001\\u4efb\\u5929\\u5802\\u3001\\u6e38\\u620f\\u673a\", \"asin\": \"B08SGM6F79\", \"price\": \"27.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO \\u5347\\u7ea7\\u5305\\uff083X NF-A12x25 PWM chromax.Black.swap 120mm \\u98ce\\u6247\\u52a0 1x NT-H2 \\u5bfc\\u70ed\\u818f\\uff09\", \"asin\": \"B09J91SVLF\", \"price\": \"106.95 \\u7f8e\\u5143\"},\n {\"title\": \"CORSAIR SF1000 (2024) \\u5168\\u6a21\\u5757\\u5316\\u4f4e\\u566a\\u97f3 80 Plus Platinum ATX \\u7535\\u6e90 \\u2013 \\u7b26\\u5408 ATX 3.0 \\u6807\\u51c6 \\u2013 \\u652f\\u6301 PCIe 5.0 \\u2013 \\u9644\\u5e26 SFX \\u8f6c ATX \\u652f\\u67b6 \\u2013 \\u9ed1\\u8272\", \"asin\": \"B0D45RN3KZ\", \"price\": \"229.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo \\u7cfb\\u5217 (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V \\u53f0\\u5f0f\\u7535\\u8111\\u5185\\u5b58 UDIMM - \\u94f6\\u8272 (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"149.99 \\u7f8e\\u5143\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B092LV1GT5\"\n},\n {\n \"title\": \"DKE SFX \\u81f3 ATX \\u7535\\u6e90\\u9002\\u914d\\u5668 SFX PSU \\u9002\\u5408 ATX PS2 PSU \\u5b89\\u88c5\\u652f\\u67b6\\uff0c\\u4e13\\u4e3a Silverstone PC \\u673a\\u7bb1\\u548c\\u5927\\u591a\\u6570 ATX \\u6216 Micro-ATX \\u7535\\u8111\\u673a\\u7bb1\\u8bbe\\u8ba1\\uff08\\u9ed1\\u8272\\uff09\"\n},\n {\n \"price\": \"10\\u7f8e\\u5143\\u300299\"\n},\n {\n \"bullet_list\": \"\\u2605DKE SFX \\u8f6c ATX \\u7535\\u6e90\\u9002\\u914d\\u5668\\u652f\\u67b6 \\u2605\\u7535\\u6e90\\u9002\\u914d\\u5668\\u673a\\u67b6\\u53ef\\u4ee5\\u5c06 SFX SFX-L \\u7535\\u6e90\\u5b89\\u88c5\\u5230\\u5927\\u591a\\u6570 ATX\\u3001Micro ATX \\u548c Mini-ITX \\u673a\\u7bb1\\u3002 \\u2605\\u6b64PSU\\u9002\\u914d\\u5668\\u652f\\u67b6\\u91c7\\u7528\\u5355\\u9762\\u5b89\\u88c5\\u8bbe\\u8ba1\\uff0c\\u6bd4\\u4e00\\u822c\\u7684\\u9002\\u914d\\u5668\\u6846\\u67b6\\u591a\\u51fa\\u7ea610mm\\u7684\\u4f4d\\u79fb\\u7a7a\\u95f4\\uff0c\\u4e3aSFX PSU\\u7684\\u4f4d\\u7f6e\\u63d0\\u4f9b\\u4e8621mm\\uff0c\\u4ee5\\u589e\\u52a0\\u6c14\\u6d41\\u548c\\u7ec4\\u4ef6\\u95f4\\u9699\\u3002 \\u2605\\u5373\\u4f7f\\u5728\\u4e00\\u822c\\u673a\\u7bb1\\u5185\\u4e5f\\u53ef\\u5b89\\u88c5\\u8f83\\u5c0f\\u5c3a\\u5bf8\\u7684SFX\\u7535\\u6e90\\uff0c\\u4e3a\\u73a9\\u5bb6\\u63d0\\u4f9b\\u66f4\\u7075\\u6d3b\\u7684\\u5e94\\u7528\\u65b9\\u5f0f\\u3002 \\u2605\\u5305\\u88c5\\u5185\\u542b\\uff1a1 * DKE SFX PSU ATX PS2 PSU \\u5b89\\u88c5\\u652f\\u67b6\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:28:51.038Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"\\u4e09\\u661f 990 PRO \\u7cfb\\u5217 - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 \\u5185\\u7f6e SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"169.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU \\u51b7\\u5374\\u5668\\uff0c3 x 120 \\u6beb\\u7c73\\u6c34\\u51b7\\uff0c38 \\u6beb\\u7c73\\u6563\\u70ed\\u5668\\uff0cPWM \\u6cf5\\uff0cVRM \\u98ce\\u6247\\uff0cAMD AM5/AM4\\uff0c\\u82f1\\u7279\\u5c14 LGA1851/1700 \\u63a5\\u89e6\\u6846\\u67b6 - \\u9ed1\\u8272\", \"asin\": \"B0DLWGG85P\", \"price\": \"124.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD \\u9632\\u9759\\u7535\\u624b\\u5957\\uff0c\\u9ad8\\u8010\\u6027\\u78b3\\u7ea4\\u7ef4\\u7535\\u8111\\u624b\\u5957\\uff0c\\u5927\\u53f7 1 \\u53cc\", \"asin\": \"B01DP6RQYI\", \"price\": \"6.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics \\u7cbe\\u5bc6\\u87ba\\u4e1d\\u5200\\u5957\\u88c5 142 \\u4ef6\\uff0c\\u542b 120 \\u4f4d\\u78c1\\u6027\\u7ef4\\u4fee\\u5de5\\u5177\\u5957\\u4ef6\\uff0c\\u9002\\u7528\\u4e8e iPhone\\u3001MacBook\\u3001\\u7535\\u8111\\u3001\\u7b14\\u8bb0\\u672c\\u7535\\u8111\\u3001PC\\u3001\\u5e73\\u677f\\u7535\\u8111\\u3001PS4\\u3001Xbox\\u3001\\u4efb\\u5929\\u5802\\u3001\\u6e38\\u620f\\u673a\", \"asin\": \"B08SGM6F79\", \"price\": \"27.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO \\u5347\\u7ea7\\u5305\\uff083X NF-A12x25 PWM chromax.Black.swap 120mm \\u98ce\\u6247\\u52a0 1x NT-H2 \\u5bfc\\u70ed\\u818f\\uff09\", \"asin\": \"B09J91SVLF\", \"price\": \"106.95 \\u7f8e\\u5143\"},\n {\"title\": \"CORSAIR SF1000 (2024) \\u5168\\u6a21\\u5757\\u5316\\u4f4e\\u566a\\u97f3 80 Plus Platinum ATX \\u7535\\u6e90 \\u2013 \\u7b26\\u5408 ATX 3.0 \\u6807\\u51c6 \\u2013 \\u652f\\u6301 PCIe 5.0 \\u2013 \\u9644\\u5e26 SFX \\u8f6c ATX \\u652f\\u67b6 \\u2013 \\u9ed1\\u8272\", \"asin\": \"B0D45RN3KZ\", \"price\": \"229.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo \\u7cfb\\u5217 (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V \\u53f0\\u5f0f\\u7535\\u8111\\u5185\\u5b58 UDIMM - \\u94f6\\u8272 (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"149.99 \\u7f8e\\u5143\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B092LV1GT5\"\n},\n {\n \"title\": \"DKE SFX \\u81f3 ATX \\u7535\\u6e90\\u9002\\u914d\\u5668 SFX PSU \\u9002\\u5408 ATX PS2 PSU \\u5b89\\u88c5\\u652f\\u67b6\\uff0c\\u4e13\\u4e3a Silverstone PC \\u673a\\u7bb1\\u548c\\u5927\\u591a\\u6570 ATX \\u6216 Micro-ATX \\u7535\\u8111\\u673a\\u7bb1\\u8bbe\\u8ba1\\uff08\\u9ed1\\u8272\\uff09\"\n},\n {\n \"price\": \"10\\u7f8e\\u5143\\u300299\"\n},\n {\n \"bullet_list\": \"\\u2605DKE SFX \\u8f6c ATX \\u7535\\u6e90\\u9002\\u914d\\u5668\\u652f\\u67b6 \\u2605\\u7535\\u6e90\\u9002\\u914d\\u5668\\u673a\\u67b6\\u53ef\\u4ee5\\u5c06 SFX SFX-L \\u7535\\u6e90\\u5b89\\u88c5\\u5230\\u5927\\u591a\\u6570 ATX\\u3001Micro ATX \\u548c Mini-ITX \\u673a\\u7bb1\\u3002 \\u2605\\u6b64PSU\\u9002\\u914d\\u5668\\u652f\\u67b6\\u91c7\\u7528\\u5355\\u9762\\u5b89\\u88c5\\u8bbe\\u8ba1\\uff0c\\u6bd4\\u4e00\\u822c\\u7684\\u9002\\u914d\\u5668\\u6846\\u67b6\\u591a\\u51fa\\u7ea610mm\\u7684\\u4f4d\\u79fb\\u7a7a\\u95f4\\uff0c\\u4e3aSFX PSU\\u7684\\u4f4d\\u7f6e\\u63d0\\u4f9b\\u4e8621mm\\uff0c\\u4ee5\\u589e\\u52a0\\u6c14\\u6d41\\u548c\\u7ec4\\u4ef6\\u95f4\\u9699\\u3002 \\u2605\\u5373\\u4f7f\\u5728\\u4e00\\u822c\\u673a\\u7bb1\\u5185\\u4e5f\\u53ef\\u5b89\\u88c5\\u8f83\\u5c0f\\u5c3a\\u5bf8\\u7684SFX\\u7535\\u6e90\\uff0c\\u4e3a\\u73a9\\u5bb6\\u63d0\\u4f9b\\u66f4\\u7075\\u6d3b\\u7684\\u5e94\\u7528\\u65b9\\u5f0f\\u3002 \\u2605\\u5305\\u88c5\\u5185\\u542b\\uff1a1 * DKE SFX PSU ATX PS2 PSU \\u5b89\\u88c5\\u652f\\u67b6\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:28:53.279Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:28:53.279Z
click
review
rule
2025-04-06T20:28:53.279Z
train
1,229
2025-04-06T20:28:53.279Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", 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"action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "\u4e09\u661f 990 PRO \u7cfb\u5217 - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 \u5185\u7f6e SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "169.99 \u7f8e\u5143", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU \u51b7\u5374\u5668\uff0c3 x 120 \u6beb\u7c73\u6c34\u51b7\uff0c38 \u6beb\u7c73\u6563\u70ed\u5668\uff0cPWM \u6cf5\uff0cVRM \u98ce\u6247\uff0cAMD AM5/AM4\uff0c\u82f1\u7279\u5c14 LGA1851/1700 \u63a5\u89e6\u6846\u67b6 - \u9ed1\u8272", "asin": "B0DLWGG85P", "price": "124.99 \u7f8e\u5143", "quantity": "1"}, {"title": "ThxToms ESD \u9632\u9759\u7535\u624b\u5957\uff0c\u9ad8\u8010\u6027\u78b3\u7ea4\u7ef4\u7535\u8111\u624b\u5957\uff0c\u5927\u53f7 1 \u53cc", "asin": "B01DP6RQYI", "price": "6.99 \u7f8e\u5143", "quantity": "1"}, {"title": "STREBITO Electronics \u7cbe\u5bc6\u87ba\u4e1d\u5200\u5957\u88c5 142 \u4ef6\uff0c\u542b 120 \u4f4d\u78c1\u6027\u7ef4\u4fee\u5de5\u5177\u5957\u4ef6\uff0c\u9002\u7528\u4e8e iPhone\u3001MacBook\u3001\u7535\u8111\u3001\u7b14\u8bb0\u672c\u7535\u8111\u3001PC\u3001\u5e73\u677f\u7535\u8111\u3001PS4\u3001Xbox\u3001\u4efb\u5929\u5802\u3001\u6e38\u620f\u673a", "asin": "B08SGM6F79", "price": "27.99 \u7f8e\u5143", "quantity": "1"}, {"title": "Noctua 360mm AIO \u5347\u7ea7\u5305\uff083X NF-A12x25 PWM chromax.Black.swap 120mm \u98ce\u6247\u52a0 1x NT-H2 \u5bfc\u70ed\u818f\uff09", "asin": "B09J91SVLF", "price": "106.95 \u7f8e\u5143"}, {"title": "CORSAIR SF1000 (2024) \u5168\u6a21\u5757\u5316\u4f4e\u566a\u97f3 80 Plus Platinum ATX \u7535\u6e90 \u2013 \u7b26\u5408 ATX 3.0 \u6807\u51c6 \u2013 \u652f\u6301 PCIe 5.0 \u2013 \u9644\u5e26 SFX \u8f6c ATX \u652f\u67b6 \u2013 \u9ed1\u8272", "asin": "B0D45RN3KZ", "price": "229.99 \u7f8e\u5143", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo \u7cfb\u5217 (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V \u53f0\u5f0f\u7535\u8111\u5185\u5b58 UDIMM - \u94f6\u8272 (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "149.99 \u7f8e\u5143", "quantity": "1"} ], "product_details": [ { "asin": "B092LV1GT5" }, { "title": "DKE SFX \u81f3 ATX \u7535\u6e90\u9002\u914d\u5668 SFX PSU \u9002\u5408 ATX PS2 PSU \u5b89\u88c5\u652f\u67b6\uff0c\u4e13\u4e3a Silverstone PC \u673a\u7bb1\u548c\u5927\u591a\u6570 ATX \u6216 Micro-ATX \u7535\u8111\u673a\u7bb1\u8bbe\u8ba1\uff08\u9ed1\u8272\uff09" }, { "price": "10\u7f8e\u5143\u300299" }, { "bullet_list": "\u2605DKE SFX \u8f6c ATX \u7535\u6e90\u9002\u914d\u5668\u652f\u67b6 \u2605\u7535\u6e90\u9002\u914d\u5668\u673a\u67b6\u53ef\u4ee5\u5c06 SFX SFX-L \u7535\u6e90\u5b89\u88c5\u5230\u5927\u591a\u6570 ATX\u3001Micro ATX \u548c Mini-ITX \u673a\u7bb1\u3002 \u2605\u6b64PSU\u9002\u914d\u5668\u652f\u67b6\u91c7\u7528\u5355\u9762\u5b89\u88c5\u8bbe\u8ba1\uff0c\u6bd4\u4e00\u822c\u7684\u9002\u914d\u5668\u6846\u67b6\u591a\u51fa\u7ea610mm\u7684\u4f4d\u79fb\u7a7a\u95f4\uff0c\u4e3aSFX PSU\u7684\u4f4d\u7f6e\u63d0\u4f9b\u4e8621mm\uff0c\u4ee5\u589e\u52a0\u6c14\u6d41\u548c\u7ec4\u4ef6\u95f4\u9699\u3002 \u2605\u5373\u4f7f\u5728\u4e00\u822c\u673a\u7bb1\u5185\u4e5f\u53ef\u5b89\u88c5\u8f83\u5c0f\u5c3a\u5bf8\u7684SFX\u7535\u6e90\uff0c\u4e3a\u73a9\u5bb6\u63d0\u4f9b\u66f4\u7075\u6d3b\u7684\u5e94\u7528\u65b9\u5f0f\u3002 \u2605\u5305\u88c5\u5185\u542b\uff1a1 * DKE SFX PSU ATX PS2 PSU \u5b89\u88c5\u652f\u67b6" } ], "product_quantity": [ { "quantity": "1" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T20:28:53.279Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1229, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"\\u4e09\\u661f 990 PRO \\u7cfb\\u5217 - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 \\u5185\\u7f6e SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"169.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU \\u51b7\\u5374\\u5668\\uff0c3 x 120 \\u6beb\\u7c73\\u6c34\\u51b7\\uff0c38 \\u6beb\\u7c73\\u6563\\u70ed\\u5668\\uff0cPWM \\u6cf5\\uff0cVRM \\u98ce\\u6247\\uff0cAMD AM5/AM4\\uff0c\\u82f1\\u7279\\u5c14 LGA1851/1700 \\u63a5\\u89e6\\u6846\\u67b6 - \\u9ed1\\u8272\", \"asin\": \"B0DLWGG85P\", \"price\": \"124.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD \\u9632\\u9759\\u7535\\u624b\\u5957\\uff0c\\u9ad8\\u8010\\u6027\\u78b3\\u7ea4\\u7ef4\\u7535\\u8111\\u624b\\u5957\\uff0c\\u5927\\u53f7 1 \\u53cc\", \"asin\": \"B01DP6RQYI\", \"price\": \"6.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics \\u7cbe\\u5bc6\\u87ba\\u4e1d\\u5200\\u5957\\u88c5 142 \\u4ef6\\uff0c\\u542b 120 \\u4f4d\\u78c1\\u6027\\u7ef4\\u4fee\\u5de5\\u5177\\u5957\\u4ef6\\uff0c\\u9002\\u7528\\u4e8e iPhone\\u3001MacBook\\u3001\\u7535\\u8111\\u3001\\u7b14\\u8bb0\\u672c\\u7535\\u8111\\u3001PC\\u3001\\u5e73\\u677f\\u7535\\u8111\\u3001PS4\\u3001Xbox\\u3001\\u4efb\\u5929\\u5802\\u3001\\u6e38\\u620f\\u673a\", \"asin\": \"B08SGM6F79\", \"price\": \"27.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO \\u5347\\u7ea7\\u5305\\uff083X NF-A12x25 PWM chromax.Black.swap 120mm \\u98ce\\u6247\\u52a0 1x NT-H2 \\u5bfc\\u70ed\\u818f\\uff09\", \"asin\": \"B09J91SVLF\", \"price\": \"106.95 \\u7f8e\\u5143\"},\n {\"title\": \"CORSAIR SF1000 (2024) \\u5168\\u6a21\\u5757\\u5316\\u4f4e\\u566a\\u97f3 80 Plus Platinum ATX \\u7535\\u6e90 \\u2013 \\u7b26\\u5408 ATX 3.0 \\u6807\\u51c6 \\u2013 \\u652f\\u6301 PCIe 5.0 \\u2013 \\u9644\\u5e26 SFX \\u8f6c ATX \\u652f\\u67b6 \\u2013 \\u9ed1\\u8272\", \"asin\": \"B0D45RN3KZ\", \"price\": \"229.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo \\u7cfb\\u5217 (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V \\u53f0\\u5f0f\\u7535\\u8111\\u5185\\u5b58 UDIMM - \\u94f6\\u8272 (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"149.99 \\u7f8e\\u5143\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B092LV1GT5\"\n},\n {\n \"title\": \"DKE SFX \\u81f3 ATX \\u7535\\u6e90\\u9002\\u914d\\u5668 SFX PSU \\u9002\\u5408 ATX PS2 PSU \\u5b89\\u88c5\\u652f\\u67b6\\uff0c\\u4e13\\u4e3a Silverstone PC \\u673a\\u7bb1\\u548c\\u5927\\u591a\\u6570 ATX \\u6216 Micro-ATX \\u7535\\u8111\\u673a\\u7bb1\\u8bbe\\u8ba1\\uff08\\u9ed1\\u8272\\uff09\"\n},\n {\n \"price\": \"10\\u7f8e\\u5143\\u300299\"\n},\n {\n \"bullet_list\": \"\\u2605DKE SFX \\u8f6c ATX \\u7535\\u6e90\\u9002\\u914d\\u5668\\u652f\\u67b6 \\u2605\\u7535\\u6e90\\u9002\\u914d\\u5668\\u673a\\u67b6\\u53ef\\u4ee5\\u5c06 SFX SFX-L \\u7535\\u6e90\\u5b89\\u88c5\\u5230\\u5927\\u591a\\u6570 ATX\\u3001Micro ATX \\u548c Mini-ITX \\u673a\\u7bb1\\u3002 \\u2605\\u6b64PSU\\u9002\\u914d\\u5668\\u652f\\u67b6\\u91c7\\u7528\\u5355\\u9762\\u5b89\\u88c5\\u8bbe\\u8ba1\\uff0c\\u6bd4\\u4e00\\u822c\\u7684\\u9002\\u914d\\u5668\\u6846\\u67b6\\u591a\\u51fa\\u7ea610mm\\u7684\\u4f4d\\u79fb\\u7a7a\\u95f4\\uff0c\\u4e3aSFX PSU\\u7684\\u4f4d\\u7f6e\\u63d0\\u4f9b\\u4e8621mm\\uff0c\\u4ee5\\u589e\\u52a0\\u6c14\\u6d41\\u548c\\u7ec4\\u4ef6\\u95f4\\u9699\\u3002 \\u2605\\u5373\\u4f7f\\u5728\\u4e00\\u822c\\u673a\\u7bb1\\u5185\\u4e5f\\u53ef\\u5b89\\u88c5\\u8f83\\u5c0f\\u5c3a\\u5bf8\\u7684SFX\\u7535\\u6e90\\uff0c\\u4e3a\\u73a9\\u5bb6\\u63d0\\u4f9b\\u66f4\\u7075\\u6d3b\\u7684\\u5e94\\u7528\\u65b9\\u5f0f\\u3002 \\u2605\\u5305\\u88c5\\u5185\\u542b\\uff1a1 * DKE SFX PSU ATX PS2 PSU \\u5b89\\u88c5\\u652f\\u67b6\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:28:53.279Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"\\u4e09\\u661f 990 PRO \\u7cfb\\u5217 - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 \\u5185\\u7f6e SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"169.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU \\u51b7\\u5374\\u5668\\uff0c3 x 120 \\u6beb\\u7c73\\u6c34\\u51b7\\uff0c38 \\u6beb\\u7c73\\u6563\\u70ed\\u5668\\uff0cPWM \\u6cf5\\uff0cVRM \\u98ce\\u6247\\uff0cAMD AM5/AM4\\uff0c\\u82f1\\u7279\\u5c14 LGA1851/1700 \\u63a5\\u89e6\\u6846\\u67b6 - \\u9ed1\\u8272\", \"asin\": \"B0DLWGG85P\", \"price\": \"124.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD \\u9632\\u9759\\u7535\\u624b\\u5957\\uff0c\\u9ad8\\u8010\\u6027\\u78b3\\u7ea4\\u7ef4\\u7535\\u8111\\u624b\\u5957\\uff0c\\u5927\\u53f7 1 \\u53cc\", \"asin\": \"B01DP6RQYI\", \"price\": \"6.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics \\u7cbe\\u5bc6\\u87ba\\u4e1d\\u5200\\u5957\\u88c5 142 \\u4ef6\\uff0c\\u542b 120 \\u4f4d\\u78c1\\u6027\\u7ef4\\u4fee\\u5de5\\u5177\\u5957\\u4ef6\\uff0c\\u9002\\u7528\\u4e8e iPhone\\u3001MacBook\\u3001\\u7535\\u8111\\u3001\\u7b14\\u8bb0\\u672c\\u7535\\u8111\\u3001PC\\u3001\\u5e73\\u677f\\u7535\\u8111\\u3001PS4\\u3001Xbox\\u3001\\u4efb\\u5929\\u5802\\u3001\\u6e38\\u620f\\u673a\", \"asin\": \"B08SGM6F79\", \"price\": \"27.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO \\u5347\\u7ea7\\u5305\\uff083X NF-A12x25 PWM chromax.Black.swap 120mm \\u98ce\\u6247\\u52a0 1x NT-H2 \\u5bfc\\u70ed\\u818f\\uff09\", \"asin\": \"B09J91SVLF\", \"price\": \"106.95 \\u7f8e\\u5143\"},\n {\"title\": \"CORSAIR SF1000 (2024) \\u5168\\u6a21\\u5757\\u5316\\u4f4e\\u566a\\u97f3 80 Plus Platinum ATX \\u7535\\u6e90 \\u2013 \\u7b26\\u5408 ATX 3.0 \\u6807\\u51c6 \\u2013 \\u652f\\u6301 PCIe 5.0 \\u2013 \\u9644\\u5e26 SFX \\u8f6c ATX \\u652f\\u67b6 \\u2013 \\u9ed1\\u8272\", \"asin\": \"B0D45RN3KZ\", \"price\": \"229.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo \\u7cfb\\u5217 (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V \\u53f0\\u5f0f\\u7535\\u8111\\u5185\\u5b58 UDIMM - \\u94f6\\u8272 (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"149.99 \\u7f8e\\u5143\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B092LV1GT5\"\n},\n {\n \"title\": \"DKE SFX \\u81f3 ATX \\u7535\\u6e90\\u9002\\u914d\\u5668 SFX PSU \\u9002\\u5408 ATX PS2 PSU \\u5b89\\u88c5\\u652f\\u67b6\\uff0c\\u4e13\\u4e3a Silverstone PC \\u673a\\u7bb1\\u548c\\u5927\\u591a\\u6570 ATX \\u6216 Micro-ATX \\u7535\\u8111\\u673a\\u7bb1\\u8bbe\\u8ba1\\uff08\\u9ed1\\u8272\\uff09\"\n},\n {\n \"price\": \"10\\u7f8e\\u5143\\u300299\"\n},\n {\n \"bullet_list\": \"\\u2605DKE SFX \\u8f6c ATX \\u7535\\u6e90\\u9002\\u914d\\u5668\\u652f\\u67b6 \\u2605\\u7535\\u6e90\\u9002\\u914d\\u5668\\u673a\\u67b6\\u53ef\\u4ee5\\u5c06 SFX SFX-L \\u7535\\u6e90\\u5b89\\u88c5\\u5230\\u5927\\u591a\\u6570 ATX\\u3001Micro ATX \\u548c Mini-ITX \\u673a\\u7bb1\\u3002 \\u2605\\u6b64PSU\\u9002\\u914d\\u5668\\u652f\\u67b6\\u91c7\\u7528\\u5355\\u9762\\u5b89\\u88c5\\u8bbe\\u8ba1\\uff0c\\u6bd4\\u4e00\\u822c\\u7684\\u9002\\u914d\\u5668\\u6846\\u67b6\\u591a\\u51fa\\u7ea610mm\\u7684\\u4f4d\\u79fb\\u7a7a\\u95f4\\uff0c\\u4e3aSFX PSU\\u7684\\u4f4d\\u7f6e\\u63d0\\u4f9b\\u4e8621mm\\uff0c\\u4ee5\\u589e\\u52a0\\u6c14\\u6d41\\u548c\\u7ec4\\u4ef6\\u95f4\\u9699\\u3002 \\u2605\\u5373\\u4f7f\\u5728\\u4e00\\u822c\\u673a\\u7bb1\\u5185\\u4e5f\\u53ef\\u5b89\\u88c5\\u8f83\\u5c0f\\u5c3a\\u5bf8\\u7684SFX\\u7535\\u6e90\\uff0c\\u4e3a\\u73a9\\u5bb6\\u63d0\\u4f9b\\u66f4\\u7075\\u6d3b\\u7684\\u5e94\\u7528\\u65b9\\u5f0f\\u3002 \\u2605\\u5305\\u88c5\\u5185\\u542b\\uff1a1 * DKE SFX PSU ATX PS2 PSU \\u5b89\\u88c5\\u652f\\u67b6\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:28:54.547Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:28:54.547Z
click
review
rule
2025-04-06T20:28:54.547Z
train
1,230
2025-04-06T20:28:54.547Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", 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"action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "\u4e09\u661f 990 PRO \u7cfb\u5217 - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 \u5185\u7f6e SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "169.99 \u7f8e\u5143", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU \u51b7\u5374\u5668\uff0c3 x 120 \u6beb\u7c73\u6c34\u51b7\uff0c38 \u6beb\u7c73\u6563\u70ed\u5668\uff0cPWM \u6cf5\uff0cVRM \u98ce\u6247\uff0cAMD AM5/AM4\uff0c\u82f1\u7279\u5c14 LGA1851/1700 \u63a5\u89e6\u6846\u67b6 - \u9ed1\u8272", "asin": "B0DLWGG85P", "price": "124.99 \u7f8e\u5143", "quantity": "1"}, {"title": "ThxToms ESD \u9632\u9759\u7535\u624b\u5957\uff0c\u9ad8\u8010\u6027\u78b3\u7ea4\u7ef4\u7535\u8111\u624b\u5957\uff0c\u5927\u53f7 1 \u53cc", "asin": "B01DP6RQYI", "price": "6.99 \u7f8e\u5143", "quantity": "1"}, {"title": "STREBITO Electronics \u7cbe\u5bc6\u87ba\u4e1d\u5200\u5957\u88c5 142 \u4ef6\uff0c\u542b 120 \u4f4d\u78c1\u6027\u7ef4\u4fee\u5de5\u5177\u5957\u4ef6\uff0c\u9002\u7528\u4e8e iPhone\u3001MacBook\u3001\u7535\u8111\u3001\u7b14\u8bb0\u672c\u7535\u8111\u3001PC\u3001\u5e73\u677f\u7535\u8111\u3001PS4\u3001Xbox\u3001\u4efb\u5929\u5802\u3001\u6e38\u620f\u673a", "asin": "B08SGM6F79", "price": "27.99 \u7f8e\u5143", "quantity": "1"}, {"title": "Noctua 360mm AIO \u5347\u7ea7\u5305\uff083X NF-A12x25 PWM chromax.Black.swap 120mm \u98ce\u6247\u52a0 1x NT-H2 \u5bfc\u70ed\u818f\uff09", "asin": "B09J91SVLF", "price": "106.95 \u7f8e\u5143"}, {"title": "CORSAIR SF1000 (2024) \u5168\u6a21\u5757\u5316\u4f4e\u566a\u97f3 80 Plus Platinum ATX \u7535\u6e90 \u2013 \u7b26\u5408 ATX 3.0 \u6807\u51c6 \u2013 \u652f\u6301 PCIe 5.0 \u2013 \u9644\u5e26 SFX \u8f6c ATX \u652f\u67b6 \u2013 \u9ed1\u8272", "asin": "B0D45RN3KZ", "price": "229.99 \u7f8e\u5143", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo \u7cfb\u5217 (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V \u53f0\u5f0f\u7535\u8111\u5185\u5b58 UDIMM - \u94f6\u8272 (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "149.99 \u7f8e\u5143", "quantity": "1"} ], "product_details": [ { "asin": "B092LV1GT5" }, { "title": "DKE SFX \u81f3 ATX \u7535\u6e90\u9002\u914d\u5668 SFX PSU \u9002\u5408 ATX PS2 PSU \u5b89\u88c5\u652f\u67b6\uff0c\u4e13\u4e3a Silverstone PC \u673a\u7bb1\u548c\u5927\u591a\u6570 ATX \u6216 Micro-ATX \u7535\u8111\u673a\u7bb1\u8bbe\u8ba1\uff08\u9ed1\u8272\uff09" }, { "price": "10\u7f8e\u5143\u300299" }, { "bullet_list": "\u2605DKE SFX \u8f6c ATX \u7535\u6e90\u9002\u914d\u5668\u652f\u67b6 \u2605\u7535\u6e90\u9002\u914d\u5668\u673a\u67b6\u53ef\u4ee5\u5c06 SFX SFX-L \u7535\u6e90\u5b89\u88c5\u5230\u5927\u591a\u6570 ATX\u3001Micro ATX \u548c Mini-ITX \u673a\u7bb1\u3002 \u2605\u6b64PSU\u9002\u914d\u5668\u652f\u67b6\u91c7\u7528\u5355\u9762\u5b89\u88c5\u8bbe\u8ba1\uff0c\u6bd4\u4e00\u822c\u7684\u9002\u914d\u5668\u6846\u67b6\u591a\u51fa\u7ea610mm\u7684\u4f4d\u79fb\u7a7a\u95f4\uff0c\u4e3aSFX PSU\u7684\u4f4d\u7f6e\u63d0\u4f9b\u4e8621mm\uff0c\u4ee5\u589e\u52a0\u6c14\u6d41\u548c\u7ec4\u4ef6\u95f4\u9699\u3002 \u2605\u5373\u4f7f\u5728\u4e00\u822c\u673a\u7bb1\u5185\u4e5f\u53ef\u5b89\u88c5\u8f83\u5c0f\u5c3a\u5bf8\u7684SFX\u7535\u6e90\uff0c\u4e3a\u73a9\u5bb6\u63d0\u4f9b\u66f4\u7075\u6d3b\u7684\u5e94\u7528\u65b9\u5f0f\u3002 \u2605\u5305\u88c5\u5185\u542b\uff1a1 * DKE SFX PSU ATX PS2 PSU \u5b89\u88c5\u652f\u67b6" } ], "product_quantity": [ { "quantity": "1" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T20:28:54.547Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1230, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"\\u4e09\\u661f 990 PRO \\u7cfb\\u5217 - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 \\u5185\\u7f6e SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"169.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU \\u51b7\\u5374\\u5668\\uff0c3 x 120 \\u6beb\\u7c73\\u6c34\\u51b7\\uff0c38 \\u6beb\\u7c73\\u6563\\u70ed\\u5668\\uff0cPWM \\u6cf5\\uff0cVRM \\u98ce\\u6247\\uff0cAMD AM5/AM4\\uff0c\\u82f1\\u7279\\u5c14 LGA1851/1700 \\u63a5\\u89e6\\u6846\\u67b6 - \\u9ed1\\u8272\", \"asin\": \"B0DLWGG85P\", \"price\": \"124.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD \\u9632\\u9759\\u7535\\u624b\\u5957\\uff0c\\u9ad8\\u8010\\u6027\\u78b3\\u7ea4\\u7ef4\\u7535\\u8111\\u624b\\u5957\\uff0c\\u5927\\u53f7 1 \\u53cc\", \"asin\": \"B01DP6RQYI\", \"price\": \"6.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics \\u7cbe\\u5bc6\\u87ba\\u4e1d\\u5200\\u5957\\u88c5 142 \\u4ef6\\uff0c\\u542b 120 \\u4f4d\\u78c1\\u6027\\u7ef4\\u4fee\\u5de5\\u5177\\u5957\\u4ef6\\uff0c\\u9002\\u7528\\u4e8e iPhone\\u3001MacBook\\u3001\\u7535\\u8111\\u3001\\u7b14\\u8bb0\\u672c\\u7535\\u8111\\u3001PC\\u3001\\u5e73\\u677f\\u7535\\u8111\\u3001PS4\\u3001Xbox\\u3001\\u4efb\\u5929\\u5802\\u3001\\u6e38\\u620f\\u673a\", \"asin\": \"B08SGM6F79\", \"price\": \"27.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO \\u5347\\u7ea7\\u5305\\uff083X NF-A12x25 PWM chromax.Black.swap 120mm \\u98ce\\u6247\\u52a0 1x NT-H2 \\u5bfc\\u70ed\\u818f\\uff09\", \"asin\": \"B09J91SVLF\", \"price\": \"106.95 \\u7f8e\\u5143\"},\n {\"title\": \"CORSAIR SF1000 (2024) \\u5168\\u6a21\\u5757\\u5316\\u4f4e\\u566a\\u97f3 80 Plus Platinum ATX \\u7535\\u6e90 \\u2013 \\u7b26\\u5408 ATX 3.0 \\u6807\\u51c6 \\u2013 \\u652f\\u6301 PCIe 5.0 \\u2013 \\u9644\\u5e26 SFX \\u8f6c ATX \\u652f\\u67b6 \\u2013 \\u9ed1\\u8272\", \"asin\": \"B0D45RN3KZ\", \"price\": \"229.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo \\u7cfb\\u5217 (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V \\u53f0\\u5f0f\\u7535\\u8111\\u5185\\u5b58 UDIMM - \\u94f6\\u8272 (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"149.99 \\u7f8e\\u5143\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B092LV1GT5\"\n},\n {\n \"title\": \"DKE SFX \\u81f3 ATX \\u7535\\u6e90\\u9002\\u914d\\u5668 SFX PSU \\u9002\\u5408 ATX PS2 PSU \\u5b89\\u88c5\\u652f\\u67b6\\uff0c\\u4e13\\u4e3a Silverstone PC \\u673a\\u7bb1\\u548c\\u5927\\u591a\\u6570 ATX \\u6216 Micro-ATX \\u7535\\u8111\\u673a\\u7bb1\\u8bbe\\u8ba1\\uff08\\u9ed1\\u8272\\uff09\"\n},\n {\n \"price\": \"10\\u7f8e\\u5143\\u300299\"\n},\n {\n \"bullet_list\": \"\\u2605DKE SFX \\u8f6c ATX \\u7535\\u6e90\\u9002\\u914d\\u5668\\u652f\\u67b6 \\u2605\\u7535\\u6e90\\u9002\\u914d\\u5668\\u673a\\u67b6\\u53ef\\u4ee5\\u5c06 SFX SFX-L \\u7535\\u6e90\\u5b89\\u88c5\\u5230\\u5927\\u591a\\u6570 ATX\\u3001Micro ATX \\u548c Mini-ITX \\u673a\\u7bb1\\u3002 \\u2605\\u6b64PSU\\u9002\\u914d\\u5668\\u652f\\u67b6\\u91c7\\u7528\\u5355\\u9762\\u5b89\\u88c5\\u8bbe\\u8ba1\\uff0c\\u6bd4\\u4e00\\u822c\\u7684\\u9002\\u914d\\u5668\\u6846\\u67b6\\u591a\\u51fa\\u7ea610mm\\u7684\\u4f4d\\u79fb\\u7a7a\\u95f4\\uff0c\\u4e3aSFX PSU\\u7684\\u4f4d\\u7f6e\\u63d0\\u4f9b\\u4e8621mm\\uff0c\\u4ee5\\u589e\\u52a0\\u6c14\\u6d41\\u548c\\u7ec4\\u4ef6\\u95f4\\u9699\\u3002 \\u2605\\u5373\\u4f7f\\u5728\\u4e00\\u822c\\u673a\\u7bb1\\u5185\\u4e5f\\u53ef\\u5b89\\u88c5\\u8f83\\u5c0f\\u5c3a\\u5bf8\\u7684SFX\\u7535\\u6e90\\uff0c\\u4e3a\\u73a9\\u5bb6\\u63d0\\u4f9b\\u66f4\\u7075\\u6d3b\\u7684\\u5e94\\u7528\\u65b9\\u5f0f\\u3002 \\u2605\\u5305\\u88c5\\u5185\\u542b\\uff1a1 * DKE SFX PSU ATX PS2 PSU \\u5b89\\u88c5\\u652f\\u67b6\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:28:54.547Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:30:45.552Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:30:45.552Z
input
sfx psu holder
rule
2025-04-06T20:30:45.552Z
train
1,231
2025-04-06T20:30:45.552Z
input
sfx psu holder
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0D45RN3KZ" }, { "title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black" }, { "price": "$229.99" }, { "bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Style": "SF (ATX 3.1 &amp; PCIe 5.1)" }, { "Size": "1000 Watts" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T20:30:45.552Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>input</answer_action><answer_argument>sfx psu holder</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>input</answer_action><answer_argument>sfx psu holder</answer_argument>", "index": 1231, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", 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\"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:30:45.552Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"sfx psu holder for ap201\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"search_results\": [\n {\"title\": \"DKE SFX to ATX Power Supply Adapter SFX PSU to fit ATX PS2 PSU Mounting Bracket Designed for Silverstone PC Case and Most ATX or Micro-ATX Computer Cases (Black)\", \"asin\": \"B092LV1GT5\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"ATX to SFX PSU Adapter Bracket ATX Power Supply Metal Mounting Conversion Adapter (1pcs)\", \"asin\": \"B0C826YKPX\", \"price\": \"$8.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n {\"title\": \"Metal DIY Bracket PC SFX Power Frame for SFX Power Supply in 12cm 14cm Fan Slot Bracket\", \"asin\": \"B0CTF8ZLTV\", \"price\": \"$14.29\", \"delivery\": \"FREE delivery Apr 25 - May 5\"},\n {\"title\": \"1U Metal Bracket for Secure Mounting of SFX Power Supply in PC Case 1U Power Supply Mount\", \"asin\": \"B0D139RZF2\", \"price\": \"$9.83\", \"delivery\": \"FREE delivery Apr 16 - 28\"},\n {\"title\": \"Sturdy NR200 Power Supply Mounting Bracket Convenient DIY Holder in ATX SFX Fan\", \"asin\": \"B0DZCJDFYM\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:34:47.729Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:34:47.729Z
click
cart_side_bar
rule
2025-04-06T20:34:47.729Z
train
1,232
2025-04-06T20:34:47.729Z
click
cart_side_bar
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", 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"action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "sfx psu holder for ap201" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "search_results": [ {"title": "DKE SFX to ATX Power Supply Adapter SFX PSU to fit ATX PS2 PSU Mounting Bracket Designed for Silverstone PC Case and Most ATX or Micro-ATX Computer Cases (Black)", "asin": "B092LV1GT5", "price": "$10.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "ATX to SFX PSU Adapter Bracket ATX Power Supply Metal Mounting Conversion Adapter (1pcs)", "asin": "B0C826YKPX", "price": "$8.99", "delivery": "FREE delivery Sat, Apr 12 for Prime members"}, {"title": "Metal DIY Bracket PC SFX Power Frame for SFX Power Supply in 12cm 14cm Fan Slot Bracket", "asin": "B0CTF8ZLTV", "price": "$14.29", "delivery": "FREE delivery Apr 25 - May 5"}, {"title": "1U Metal Bracket for Secure Mounting of SFX Power Supply in PC Case 1U Power Supply Mount", "asin": "B0D139RZF2", "price": "$9.83", "delivery": "FREE delivery Apr 16 - 28"}, {"title": "Sturdy NR200 Power Supply Mounting Bracket Convenient DIY Holder in ATX SFX Fan", "asin": "B0DZCJDFYM"} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T20:34:47.729Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>", "index": 1232, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"sfx psu holder for ap201\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"search_results\": [\n {\"title\": \"DKE SFX to ATX Power Supply Adapter SFX PSU to fit ATX PS2 PSU Mounting Bracket Designed for Silverstone PC Case and Most ATX or Micro-ATX Computer Cases (Black)\", \"asin\": \"B092LV1GT5\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n {\"title\": \"ATX to SFX PSU Adapter Bracket ATX Power Supply Metal Mounting Conversion Adapter (1pcs)\", \"asin\": \"B0C826YKPX\", \"price\": \"$8.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n {\"title\": \"Metal DIY Bracket PC SFX Power Frame for SFX Power Supply in 12cm 14cm Fan Slot Bracket\", \"asin\": \"B0CTF8ZLTV\", \"price\": \"$14.29\", \"delivery\": \"FREE delivery Apr 25 - May 5\"},\n {\"title\": \"1U Metal Bracket for Secure Mounting of SFX Power Supply in PC Case 1U Power Supply Mount\", \"asin\": \"B0D139RZF2\", \"price\": \"$9.83\", \"delivery\": \"FREE delivery Apr 16 - 28\"},\n {\"title\": \"Sturdy NR200 Power Supply Mounting Bracket Convenient DIY Holder in ATX SFX Fan\", \"asin\": \"B0DZCJDFYM\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:34:47.729Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", 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\"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:35:20.491Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:35:20.491Z
click
review
rule
2025-04-06T20:35:20.491Z
train
1,233
2025-04-06T20:35:20.491Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0D45RN3KZ" }, { "title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black" }, { "price": "$229.99" }, { "bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Style": "SF (ATX 3.1 &amp; PCIe 5.1)" }, { "Size": "1000 Watts" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T20:35:20.491Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1233, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:35:20.491Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:35:33.142Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:35:33.142Z
click
other
rule
2025-04-06T20:35:33.142Z
train
1,234
2025-04-06T20:35:33.142Z
click
other
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0D45RN3KZ" }, { "title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black" }, { "price": "$229.99" }, { "bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Style": "SF (ATX 3.1 &amp; PCIe 5.1)" }, { "Size": "1000 Watts" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T20:35:33.142Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 1234, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:35:33.142Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:35:35.860Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:35:35.860Z
click
other
rule
2025-04-06T20:35:35.860Z
train
1,235
2025-04-06T20:35:35.860Z
click
other
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": 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"action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 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"2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0D45RN3KZ" }, { "title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black" }, { "price": "$229.99" }, { "bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Style": "SF (ATX 3.1 &amp; PCIe 5.1)" }, { "Size": "1000 Watts" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T20:35:35.860Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 1235, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:35:35.860Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", 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\"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:35:52.997Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:35:52.997Z
click
other
rule
2025-04-06T20:35:52.997Z
train
1,236
2025-04-06T20:35:52.997Z
click
other
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0D45RN3KZ" }, { "title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black" }, { "price": "$229.99" }, { "bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Style": "SF (ATX 3.1 &amp; PCIe 5.1)" }, { "Size": "1000 Watts" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T20:35:52.997Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 1236, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": 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\"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:35:52.997Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:35:53.644Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:35:53.644Z
click
other
rule
2025-04-06T20:35:53.644Z
train
1,237
2025-04-06T20:35:53.644Z
click
other
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", 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"action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": 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"action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0D45RN3KZ" }, { "title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black" }, { "price": "$229.99" }, { "bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Style": "SF (ATX 3.1 &amp; PCIe 5.1)" }, { "Size": "1000 Watts" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T20:35:53.644Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 1237, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:35:53.644Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:35:54.356Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:35:54.356Z
click
other
rule
2025-04-06T20:35:54.356Z
train
1,238
2025-04-06T20:35:54.356Z
click
other
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0D45RN3KZ" }, { "title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black" }, { "price": "$229.99" }, { "bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Style": "SF (ATX 3.1 &amp; PCIe 5.1)" }, { "Size": "1000 Watts" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T20:35:54.356Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 1238, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:35:54.356Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:35:55.093Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:35:55.093Z
click
other
rule
2025-04-06T20:35:55.093Z
train
1,239
2025-04-06T20:35:55.093Z
click
other
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": 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"action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 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"2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0D45RN3KZ" }, { "title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black" }, { "price": "$229.99" }, { "bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Style": "SF (ATX 3.1 &amp; PCIe 5.1)" }, { "Size": "1000 Watts" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T20:35:55.093Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 1239, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:35:55.093Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:35:57.332Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:35:57.332Z
click
other
rule
2025-04-06T20:35:57.332Z
train
1,240
2025-04-06T20:35:57.332Z
click
other
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0D45RN3KZ" }, { "title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black" }, { "price": "$229.99" }, { "bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Style": "SF (ATX 3.1 &amp; PCIe 5.1)" }, { "Size": "1000 Watts" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T20:35:57.332Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 1240, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:35:57.332Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:35:58.094Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:35:58.094Z
click
other
rule
2025-04-06T20:35:58.094Z
train
1,241
2025-04-06T20:35:58.094Z
click
other
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": 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"action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 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"2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0D45RN3KZ" }, { "title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black" }, { "price": "$229.99" }, { "bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Style": "SF (ATX 3.1 &amp; PCIe 5.1)" }, { "Size": "1000 Watts" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T20:35:58.094Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 1241, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:35:58.094Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:36:00.957Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:36:00.957Z
click
other
rule
2025-04-06T20:36:00.957Z
train
1,242
2025-04-06T20:36:00.957Z
click
other
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0D45RN3KZ" }, { "title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black" }, { "price": "$229.99" }, { "bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Style": "SF (ATX 3.1 &amp; PCIe 5.1)" }, { "Size": "1000 Watts" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T20:36:00.957Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 1242, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:36:00.957Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:36:01.677Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:36:01.677Z
click
other
rule
2025-04-06T20:36:01.677Z
train
1,243
2025-04-06T20:36:01.677Z
click
other
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": 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"action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 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"2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0D45RN3KZ" }, { "title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black" }, { "price": "$229.99" }, { "bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Style": "SF (ATX 3.1 &amp; PCIe 5.1)" }, { "Size": "1000 Watts" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T20:36:01.677Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 1243, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:36:01.677Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:36:03.781Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:36:03.781Z
click
other
rule
2025-04-06T20:36:03.781Z
train
1,244
2025-04-06T20:36:03.781Z
click
other
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:01.677Z", "action": "click", "action_argument": "other"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0D45RN3KZ" }, { "title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black" }, { "price": "$229.99" }, { "bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Style": "SF (ATX 3.1 &amp; PCIe 5.1)" }, { "Size": "1000 Watts" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T20:36:03.781Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 1244, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:36:03.781Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:36:39.589Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:36:39.589Z
click
other
rule
2025-04-06T20:36:39.589Z
train
1,245
2025-04-06T20:36:39.589Z
click
other
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": 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"action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:01.677Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:03.781Z", "action": "click", "action_argument": "other"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0D45RN3KZ" }, { "title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black" }, { "price": "$229.99" }, { "bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Style": "SF (ATX 3.1 &amp; PCIe 5.1)" }, { "Size": "1000 Watts" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T20:36:39.589Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 1245, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:36:39.589Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:36:40.513Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:36:40.513Z
click
other
rule
2025-04-06T20:36:40.513Z
train
1,246
2025-04-06T20:36:40.513Z
click
other
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:01.677Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:03.781Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:39.589Z", "action": "click", "action_argument": "other"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0D45RN3KZ" }, { "title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black" }, { "price": "$229.99" }, { "bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Style": "SF (ATX 3.1 &amp; PCIe 5.1)" }, { "Size": "1000 Watts" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T20:36:40.513Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 1246, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:36:40.513Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": 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\"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": 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\"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:36:41.500Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:36:41.500Z
click
other
rule
2025-04-06T20:36:41.500Z
train
1,247
2025-04-06T20:36:41.500Z
click
other
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:01.677Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:03.781Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:39.589Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:40.513Z", "action": "click", "action_argument": "other"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0D45RN3KZ" }, { "title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black" }, { "price": "$229.99" }, { "bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Style": "SF (ATX 3.1 &amp; PCIe 5.1)" }, { "Size": "1000 Watts" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T20:36:41.500Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 1247, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", 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\"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:36:41.500Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:36:42.788Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:36:42.788Z
click
other
rule
2025-04-06T20:36:42.788Z
train
1,248
2025-04-06T20:36:42.788Z
click
other
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", 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"action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": 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"action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:01.677Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:03.781Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:39.589Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:40.513Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0D45RN3KZ" }, { "title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black" }, { "price": "$229.99" }, { "bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Style": "SF (ATX 3.1 &amp; PCIe 5.1)" }, { "Size": "1000 Watts" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T20:36:42.788Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 1248, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:36:42.788Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"\\u4e09\\u661f 990 PRO \\u7cfb\\u5217 - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 \\u5185\\u7f6e SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"169.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU \\u51b7\\u5374\\u5668\\uff0c3 x 120 \\u6beb\\u7c73\\u6c34\\u51b7\\uff0c38 \\u6beb\\u7c73\\u6563\\u70ed\\u5668\\uff0cPWM \\u6cf5\\uff0cVRM \\u98ce\\u6247\\uff0cAMD AM5/AM4\\uff0c\\u82f1\\u7279\\u5c14 LGA1851/1700 \\u63a5\\u89e6\\u6846\\u67b6 - \\u9ed1\\u8272\", \"asin\": \"B0DLWGG85P\", \"price\": \"124.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD \\u9632\\u9759\\u7535\\u624b\\u5957\\uff0c\\u9ad8\\u8010\\u6027\\u78b3\\u7ea4\\u7ef4\\u7535\\u8111\\u624b\\u5957\\uff0c\\u5927\\u53f7 1 \\u53cc\", \"asin\": \"B01DP6RQYI\", \"price\": \"6.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics \\u7cbe\\u5bc6\\u87ba\\u4e1d\\u5200\\u5957\\u88c5 142 \\u4ef6\\uff0c\\u542b 120 \\u4f4d\\u78c1\\u6027\\u7ef4\\u4fee\\u5de5\\u5177\\u5957\\u4ef6\\uff0c\\u9002\\u7528\\u4e8e iPhone\\u3001MacBook\\u3001\\u7535\\u8111\\u3001\\u7b14\\u8bb0\\u672c\\u7535\\u8111\\u3001PC\\u3001\\u5e73\\u677f\\u7535\\u8111\\u3001PS4\\u3001Xbox\\u3001\\u4efb\\u5929\\u5802\\u3001\\u6e38\\u620f\\u673a\", \"asin\": \"B08SGM6F79\", \"price\": \"27.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO \\u5347\\u7ea7\\u5305\\uff083X NF-A12x25 PWM chromax.Black.swap 120mm \\u98ce\\u6247\\u52a0 1x NT-H2 \\u5bfc\\u70ed\\u818f\\uff09\", \"asin\": \"B09J91SVLF\", \"price\": \"106.95 \\u7f8e\\u5143\"},\n {\"title\": \"CORSAIR SF1000 (2024) \\u5168\\u6a21\\u5757\\u5316\\u4f4e\\u566a\\u97f3 80 Plus Platinum ATX \\u7535\\u6e90 \\u2013 \\u7b26\\u5408 ATX 3.0 \\u6807\\u51c6 \\u2013 \\u652f\\u6301 PCIe 5.0 \\u2013 \\u9644\\u5e26 SFX \\u8f6c ATX \\u652f\\u67b6 \\u2013 \\u9ed1\\u8272\", \"asin\": \"B0D45RN3KZ\", \"price\": \"229.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo \\u7cfb\\u5217 (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V \\u53f0\\u5f0f\\u7535\\u8111\\u5185\\u5b58 UDIMM - \\u94f6\\u8272 (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"149.99 \\u7f8e\\u5143\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) \\u5168\\u6a21\\u5757\\u5316\\u4f4e\\u566a\\u97f3 80 Plus Platinum ATX \\u7535\\u6e90 \\u2013 \\u7b26\\u5408 ATX 3.0 \\u6807\\u51c6 \\u2013 \\u652f\\u6301 PCIe 5.0 \\u2013 \\u9644\\u5e26 SFX \\u8f6c ATX \\u652f\\u67b6 \\u2013 \\u9ed1\\u8272\"\n},\n {\n \"price\": \"$ 229\\u300299\"\n},\n {\n \"bullet_list\": \"80 PLUS \\u767d\\u91d1\\u7ea7 SFX \\u7535\\u6e90\\uff1a\\u7d27\\u51d1\\u578b SFX \\u5916\\u5f62\\u4e2d\\u914d\\u5907\\u5f3a\\u5927\\u7684\\u767d\\u91d1\\u7ea7\\u7535\\u6e90\\uff0c\\u975e\\u5e38\\u9002\\u5408\\u529f\\u7387\\u5bc6\\u5ea6\\u6700\\u9ad8\\u7684\\u5c0f\\u578b PC \\u6216\\u8282\\u7701\\u8f83\\u5927\\u673a\\u7bb1\\u4e2d\\u7684\\u7a7a\\u95f4 \\u7b26\\u5408 ATX 3.0 \\u548c PCIe 5.0 \\u6807\\u51c6\\uff1a\\u7b26\\u5408\\u82f1\\u7279\\u5c14\\u7684 ATX 3.0 \\u7535\\u6e90\\u6807\\u51c6\\uff0c\\u652f\\u6301 PCIe Gen 5 \\u5e73\\u53f0\\u5e76\\u53ef\\u62b5\\u6297\\u77ac\\u6001\\u529f\\u7387\\u5c16\\u5cf0 \\u5168\\u6a21\\u5757\\u5316\\u3001Type-5 Micro-Fit PSU \\u8fde\\u63a5\\u5668\\uff1a\\u91c7\\u7528\\u7075\\u6d3b\\u7684\\u5e03\\u7ebf\\uff0c\\u5360\\u7528\\u66f4\\u5c11\\u7684\\u7a7a\\u95f4\\uff0c\\u4fbf\\u4e8e\\u6574\\u9f50\\u5730\\u7ba1\\u7406\\u7535\\u7f06\\uff0c\\u5e76\\u517c\\u5bb9\\u5c0f\\u578b\\u673a\\u7bb1 92mm PWM \\u51b7\\u5374\\u98ce\\u6247\\uff1a\\u5f97\\u76ca\\u4e8e\\u6d41\\u4f53\\u52a8\\u529b\\u8f74\\u627f\\uff0c\\u53ef\\u63d0\\u4f9b\\u5f3a\\u5927\\u7684\\u51b7\\u5374\\u6548\\u679c\\u548c\\u4f4e\\u566a\\u97f3\\u8fd0\\u884c 105\\u00b0C \\u989d\\u5b9a\\u65e5\\u672c\\u7535\\u5bb9\\u5668\\uff1a\\u63d0\\u4f9b\\u7a33\\u5b9a\\u529f\\u7387\\u548c\\u53ef\\u9760\\u6027\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"<font style=\"vertical-align inherit;\"><font style=\"vertical-align inherit;\">类型:</font></font>\": \"<font style=\\\"vertical-align: inherit;\\\"><font style=\\\"vertical-align: inherit;\\\">SF\\uff08ATX 3.1 \\u548c PCIe 5.1\\uff09</font></font>\"\n},\n {\n \"<font style=\"vertical-align inherit;\"><font style=\"vertical-align inherit;\">尺寸:</font></font>\": \"<font style=\\\"vertical-align: inherit;\\\"><font style=\\\"vertical-align: inherit;\\\">1000\\u74e6</font></font>\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:37:56.237Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:37:56.237Z
click
page_related
rule
2025-04-06T20:37:56.237Z
train
1,249
2025-04-06T20:37:56.237Z
click
page_related
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", 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"cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:01.677Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:03.781Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:39.589Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:40.513Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:42.788Z", "action": "click", "action_argument": "other"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "\u4e09\u661f 990 PRO \u7cfb\u5217 - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 \u5185\u7f6e SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "169.99 \u7f8e\u5143", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU \u51b7\u5374\u5668\uff0c3 x 120 \u6beb\u7c73\u6c34\u51b7\uff0c38 \u6beb\u7c73\u6563\u70ed\u5668\uff0cPWM \u6cf5\uff0cVRM \u98ce\u6247\uff0cAMD AM5/AM4\uff0c\u82f1\u7279\u5c14 LGA1851/1700 \u63a5\u89e6\u6846\u67b6 - \u9ed1\u8272", "asin": "B0DLWGG85P", "price": "124.99 \u7f8e\u5143", "quantity": "1"}, {"title": "ThxToms ESD \u9632\u9759\u7535\u624b\u5957\uff0c\u9ad8\u8010\u6027\u78b3\u7ea4\u7ef4\u7535\u8111\u624b\u5957\uff0c\u5927\u53f7 1 \u53cc", "asin": "B01DP6RQYI", "price": "6.99 \u7f8e\u5143", "quantity": "1"}, {"title": "STREBITO Electronics \u7cbe\u5bc6\u87ba\u4e1d\u5200\u5957\u88c5 142 \u4ef6\uff0c\u542b 120 \u4f4d\u78c1\u6027\u7ef4\u4fee\u5de5\u5177\u5957\u4ef6\uff0c\u9002\u7528\u4e8e iPhone\u3001MacBook\u3001\u7535\u8111\u3001\u7b14\u8bb0\u672c\u7535\u8111\u3001PC\u3001\u5e73\u677f\u7535\u8111\u3001PS4\u3001Xbox\u3001\u4efb\u5929\u5802\u3001\u6e38\u620f\u673a", "asin": "B08SGM6F79", "price": "27.99 \u7f8e\u5143", "quantity": "1"}, {"title": "Noctua 360mm AIO \u5347\u7ea7\u5305\uff083X NF-A12x25 PWM chromax.Black.swap 120mm \u98ce\u6247\u52a0 1x NT-H2 \u5bfc\u70ed\u818f\uff09", "asin": "B09J91SVLF", "price": "106.95 \u7f8e\u5143"}, {"title": "CORSAIR SF1000 (2024) \u5168\u6a21\u5757\u5316\u4f4e\u566a\u97f3 80 Plus Platinum ATX \u7535\u6e90 \u2013 \u7b26\u5408 ATX 3.0 \u6807\u51c6 \u2013 \u652f\u6301 PCIe 5.0 \u2013 \u9644\u5e26 SFX \u8f6c ATX \u652f\u67b6 \u2013 \u9ed1\u8272", "asin": "B0D45RN3KZ", "price": "229.99 \u7f8e\u5143", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo \u7cfb\u5217 (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V \u53f0\u5f0f\u7535\u8111\u5185\u5b58 UDIMM - \u94f6\u8272 (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "149.99 \u7f8e\u5143", "quantity": "1"} ], "product_details": [ { "asin": "B0D45RN3KZ" }, { "title": "CORSAIR SF1000 (2024) \u5168\u6a21\u5757\u5316\u4f4e\u566a\u97f3 80 Plus Platinum ATX \u7535\u6e90 \u2013 \u7b26\u5408 ATX 3.0 \u6807\u51c6 \u2013 \u652f\u6301 PCIe 5.0 \u2013 \u9644\u5e26 SFX \u8f6c ATX \u652f\u67b6 \u2013 \u9ed1\u8272" }, { "price": "$ 229\u300299" }, { "bullet_list": "80 PLUS \u767d\u91d1\u7ea7 SFX \u7535\u6e90\uff1a\u7d27\u51d1\u578b SFX \u5916\u5f62\u4e2d\u914d\u5907\u5f3a\u5927\u7684\u767d\u91d1\u7ea7\u7535\u6e90\uff0c\u975e\u5e38\u9002\u5408\u529f\u7387\u5bc6\u5ea6\u6700\u9ad8\u7684\u5c0f\u578b PC \u6216\u8282\u7701\u8f83\u5927\u673a\u7bb1\u4e2d\u7684\u7a7a\u95f4 \u7b26\u5408 ATX 3.0 \u548c PCIe 5.0 \u6807\u51c6\uff1a\u7b26\u5408\u82f1\u7279\u5c14\u7684 ATX 3.0 \u7535\u6e90\u6807\u51c6\uff0c\u652f\u6301 PCIe Gen 5 \u5e73\u53f0\u5e76\u53ef\u62b5\u6297\u77ac\u6001\u529f\u7387\u5c16\u5cf0 \u5168\u6a21\u5757\u5316\u3001Type-5 Micro-Fit PSU \u8fde\u63a5\u5668\uff1a\u91c7\u7528\u7075\u6d3b\u7684\u5e03\u7ebf\uff0c\u5360\u7528\u66f4\u5c11\u7684\u7a7a\u95f4\uff0c\u4fbf\u4e8e\u6574\u9f50\u5730\u7ba1\u7406\u7535\u7f06\uff0c\u5e76\u517c\u5bb9\u5c0f\u578b\u673a\u7bb1 92mm PWM \u51b7\u5374\u98ce\u6247\uff1a\u5f97\u76ca\u4e8e\u6d41\u4f53\u52a8\u529b\u8f74\u627f\uff0c\u53ef\u63d0\u4f9b\u5f3a\u5927\u7684\u51b7\u5374\u6548\u679c\u548c\u4f4e\u566a\u97f3\u8fd0\u884c 105\u00b0C \u989d\u5b9a\u65e5\u672c\u7535\u5bb9\u5668\uff1a\u63d0\u4f9b\u7a33\u5b9a\u529f\u7387\u548c\u53ef\u9760\u6027" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "<font style="vertical-align inherit;"><font style="vertical-align inherit;">类型:</font></font>": "<font style=\"vertical-align: inherit;\"><font style=\"vertical-align: inherit;\">SF\uff08ATX 3.1 \u548c PCIe 5.1\uff09</font></font>" }, { "<font style="vertical-align inherit;"><font style="vertical-align inherit;">尺寸:</font></font>": "<font style=\"vertical-align: inherit;\"><font style=\"vertical-align: inherit;\">1000\u74e6</font></font>" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T20:37:56.237Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>page_related</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>page_related</answer_argument>", "index": 1249, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": 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\"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"\\u4e09\\u661f 990 PRO \\u7cfb\\u5217 - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 \\u5185\\u7f6e SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"169.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU \\u51b7\\u5374\\u5668\\uff0c3 x 120 \\u6beb\\u7c73\\u6c34\\u51b7\\uff0c38 \\u6beb\\u7c73\\u6563\\u70ed\\u5668\\uff0cPWM \\u6cf5\\uff0cVRM \\u98ce\\u6247\\uff0cAMD AM5/AM4\\uff0c\\u82f1\\u7279\\u5c14 LGA1851/1700 \\u63a5\\u89e6\\u6846\\u67b6 - \\u9ed1\\u8272\", \"asin\": \"B0DLWGG85P\", \"price\": \"124.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD \\u9632\\u9759\\u7535\\u624b\\u5957\\uff0c\\u9ad8\\u8010\\u6027\\u78b3\\u7ea4\\u7ef4\\u7535\\u8111\\u624b\\u5957\\uff0c\\u5927\\u53f7 1 \\u53cc\", \"asin\": \"B01DP6RQYI\", \"price\": \"6.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics \\u7cbe\\u5bc6\\u87ba\\u4e1d\\u5200\\u5957\\u88c5 142 \\u4ef6\\uff0c\\u542b 120 \\u4f4d\\u78c1\\u6027\\u7ef4\\u4fee\\u5de5\\u5177\\u5957\\u4ef6\\uff0c\\u9002\\u7528\\u4e8e iPhone\\u3001MacBook\\u3001\\u7535\\u8111\\u3001\\u7b14\\u8bb0\\u672c\\u7535\\u8111\\u3001PC\\u3001\\u5e73\\u677f\\u7535\\u8111\\u3001PS4\\u3001Xbox\\u3001\\u4efb\\u5929\\u5802\\u3001\\u6e38\\u620f\\u673a\", \"asin\": \"B08SGM6F79\", \"price\": \"27.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO \\u5347\\u7ea7\\u5305\\uff083X NF-A12x25 PWM chromax.Black.swap 120mm \\u98ce\\u6247\\u52a0 1x NT-H2 \\u5bfc\\u70ed\\u818f\\uff09\", \"asin\": \"B09J91SVLF\", \"price\": \"106.95 \\u7f8e\\u5143\"},\n {\"title\": \"CORSAIR SF1000 (2024) \\u5168\\u6a21\\u5757\\u5316\\u4f4e\\u566a\\u97f3 80 Plus Platinum ATX \\u7535\\u6e90 \\u2013 \\u7b26\\u5408 ATX 3.0 \\u6807\\u51c6 \\u2013 \\u652f\\u6301 PCIe 5.0 \\u2013 \\u9644\\u5e26 SFX \\u8f6c ATX \\u652f\\u67b6 \\u2013 \\u9ed1\\u8272\", \"asin\": \"B0D45RN3KZ\", \"price\": \"229.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo \\u7cfb\\u5217 (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V \\u53f0\\u5f0f\\u7535\\u8111\\u5185\\u5b58 UDIMM - \\u94f6\\u8272 (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"149.99 \\u7f8e\\u5143\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) \\u5168\\u6a21\\u5757\\u5316\\u4f4e\\u566a\\u97f3 80 Plus Platinum ATX \\u7535\\u6e90 \\u2013 \\u7b26\\u5408 ATX 3.0 \\u6807\\u51c6 \\u2013 \\u652f\\u6301 PCIe 5.0 \\u2013 \\u9644\\u5e26 SFX \\u8f6c ATX \\u652f\\u67b6 \\u2013 \\u9ed1\\u8272\"\n},\n {\n \"price\": \"$ 229\\u300299\"\n},\n {\n \"bullet_list\": \"80 PLUS \\u767d\\u91d1\\u7ea7 SFX \\u7535\\u6e90\\uff1a\\u7d27\\u51d1\\u578b SFX \\u5916\\u5f62\\u4e2d\\u914d\\u5907\\u5f3a\\u5927\\u7684\\u767d\\u91d1\\u7ea7\\u7535\\u6e90\\uff0c\\u975e\\u5e38\\u9002\\u5408\\u529f\\u7387\\u5bc6\\u5ea6\\u6700\\u9ad8\\u7684\\u5c0f\\u578b PC \\u6216\\u8282\\u7701\\u8f83\\u5927\\u673a\\u7bb1\\u4e2d\\u7684\\u7a7a\\u95f4 \\u7b26\\u5408 ATX 3.0 \\u548c PCIe 5.0 \\u6807\\u51c6\\uff1a\\u7b26\\u5408\\u82f1\\u7279\\u5c14\\u7684 ATX 3.0 \\u7535\\u6e90\\u6807\\u51c6\\uff0c\\u652f\\u6301 PCIe Gen 5 \\u5e73\\u53f0\\u5e76\\u53ef\\u62b5\\u6297\\u77ac\\u6001\\u529f\\u7387\\u5c16\\u5cf0 \\u5168\\u6a21\\u5757\\u5316\\u3001Type-5 Micro-Fit PSU \\u8fde\\u63a5\\u5668\\uff1a\\u91c7\\u7528\\u7075\\u6d3b\\u7684\\u5e03\\u7ebf\\uff0c\\u5360\\u7528\\u66f4\\u5c11\\u7684\\u7a7a\\u95f4\\uff0c\\u4fbf\\u4e8e\\u6574\\u9f50\\u5730\\u7ba1\\u7406\\u7535\\u7f06\\uff0c\\u5e76\\u517c\\u5bb9\\u5c0f\\u578b\\u673a\\u7bb1 92mm PWM \\u51b7\\u5374\\u98ce\\u6247\\uff1a\\u5f97\\u76ca\\u4e8e\\u6d41\\u4f53\\u52a8\\u529b\\u8f74\\u627f\\uff0c\\u53ef\\u63d0\\u4f9b\\u5f3a\\u5927\\u7684\\u51b7\\u5374\\u6548\\u679c\\u548c\\u4f4e\\u566a\\u97f3\\u8fd0\\u884c 105\\u00b0C \\u989d\\u5b9a\\u65e5\\u672c\\u7535\\u5bb9\\u5668\\uff1a\\u63d0\\u4f9b\\u7a33\\u5b9a\\u529f\\u7387\\u548c\\u53ef\\u9760\\u6027\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"<font style=\"vertical-align inherit;\"><font style=\"vertical-align inherit;\">类型:</font></font>\": \"<font style=\\\"vertical-align: inherit;\\\"><font style=\\\"vertical-align: inherit;\\\">SF\\uff08ATX 3.1 \\u548c PCIe 5.1\\uff09</font></font>\"\n},\n {\n \"<font style=\"vertical-align inherit;\"><font style=\"vertical-align inherit;\">尺寸:</font></font>\": \"<font style=\\\"vertical-align: inherit;\\\"><font style=\\\"vertical-align: inherit;\\\">1000\\u74e6</font></font>\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:37:56.237Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": 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\"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"\\u4e09\\u661f 990 PRO \\u7cfb\\u5217 - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 \\u5185\\u7f6e SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"169.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU \\u51b7\\u5374\\u5668\\uff0c3 x 120 \\u6beb\\u7c73\\u6c34\\u51b7\\uff0c38 \\u6beb\\u7c73\\u6563\\u70ed\\u5668\\uff0cPWM \\u6cf5\\uff0cVRM \\u98ce\\u6247\\uff0cAMD AM5/AM4\\uff0c\\u82f1\\u7279\\u5c14 LGA1851/1700 \\u63a5\\u89e6\\u6846\\u67b6 - \\u9ed1\\u8272\", \"asin\": \"B0DLWGG85P\", \"price\": \"124.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD \\u9632\\u9759\\u7535\\u624b\\u5957\\uff0c\\u9ad8\\u8010\\u6027\\u78b3\\u7ea4\\u7ef4\\u7535\\u8111\\u624b\\u5957\\uff0c\\u5927\\u53f7 1 \\u53cc\", \"asin\": \"B01DP6RQYI\", \"price\": \"6.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics \\u7cbe\\u5bc6\\u87ba\\u4e1d\\u5200\\u5957\\u88c5 142 \\u4ef6\\uff0c\\u542b 120 \\u4f4d\\u78c1\\u6027\\u7ef4\\u4fee\\u5de5\\u5177\\u5957\\u4ef6\\uff0c\\u9002\\u7528\\u4e8e iPhone\\u3001MacBook\\u3001\\u7535\\u8111\\u3001\\u7b14\\u8bb0\\u672c\\u7535\\u8111\\u3001PC\\u3001\\u5e73\\u677f\\u7535\\u8111\\u3001PS4\\u3001Xbox\\u3001\\u4efb\\u5929\\u5802\\u3001\\u6e38\\u620f\\u673a\", \"asin\": \"B08SGM6F79\", \"price\": \"27.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO \\u5347\\u7ea7\\u5305\\uff083X NF-A12x25 PWM chromax.Black.swap 120mm \\u98ce\\u6247\\u52a0 1x NT-H2 \\u5bfc\\u70ed\\u818f\\uff09\", \"asin\": \"B09J91SVLF\", \"price\": \"106.95 \\u7f8e\\u5143\"},\n {\"title\": \"CORSAIR SF1000 (2024) \\u5168\\u6a21\\u5757\\u5316\\u4f4e\\u566a\\u97f3 80 Plus Platinum ATX \\u7535\\u6e90 \\u2013 \\u7b26\\u5408 ATX 3.0 \\u6807\\u51c6 \\u2013 \\u652f\\u6301 PCIe 5.0 \\u2013 \\u9644\\u5e26 SFX \\u8f6c ATX \\u652f\\u67b6 \\u2013 \\u9ed1\\u8272\", \"asin\": \"B0D45RN3KZ\", \"price\": \"229.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo \\u7cfb\\u5217 (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V \\u53f0\\u5f0f\\u7535\\u8111\\u5185\\u5b58 UDIMM - \\u94f6\\u8272 (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"149.99 \\u7f8e\\u5143\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) \\u5168\\u6a21\\u5757\\u5316\\u4f4e\\u566a\\u97f3 80 Plus Platinum ATX \\u7535\\u6e90 \\u2013 \\u7b26\\u5408 ATX 3.0 \\u6807\\u51c6 \\u2013 \\u652f\\u6301 PCIe 5.0 \\u2013 \\u9644\\u5e26 SFX \\u8f6c ATX \\u652f\\u67b6 \\u2013 \\u9ed1\\u8272\"\n},\n {\n \"price\": \"$ 229\\u300299\"\n},\n {\n \"bullet_list\": \"80 PLUS \\u767d\\u91d1\\u7ea7 SFX \\u7535\\u6e90\\uff1a\\u7d27\\u51d1\\u578b SFX \\u5916\\u5f62\\u4e2d\\u914d\\u5907\\u5f3a\\u5927\\u7684\\u767d\\u91d1\\u7ea7\\u7535\\u6e90\\uff0c\\u975e\\u5e38\\u9002\\u5408\\u529f\\u7387\\u5bc6\\u5ea6\\u6700\\u9ad8\\u7684\\u5c0f\\u578b PC \\u6216\\u8282\\u7701\\u8f83\\u5927\\u673a\\u7bb1\\u4e2d\\u7684\\u7a7a\\u95f4 \\u7b26\\u5408 ATX 3.0 \\u548c PCIe 5.0 \\u6807\\u51c6\\uff1a\\u7b26\\u5408\\u82f1\\u7279\\u5c14\\u7684 ATX 3.0 \\u7535\\u6e90\\u6807\\u51c6\\uff0c\\u652f\\u6301 PCIe Gen 5 \\u5e73\\u53f0\\u5e76\\u53ef\\u62b5\\u6297\\u77ac\\u6001\\u529f\\u7387\\u5c16\\u5cf0 \\u5168\\u6a21\\u5757\\u5316\\u3001Type-5 Micro-Fit PSU \\u8fde\\u63a5\\u5668\\uff1a\\u91c7\\u7528\\u7075\\u6d3b\\u7684\\u5e03\\u7ebf\\uff0c\\u5360\\u7528\\u66f4\\u5c11\\u7684\\u7a7a\\u95f4\\uff0c\\u4fbf\\u4e8e\\u6574\\u9f50\\u5730\\u7ba1\\u7406\\u7535\\u7f06\\uff0c\\u5e76\\u517c\\u5bb9\\u5c0f\\u578b\\u673a\\u7bb1 92mm PWM \\u51b7\\u5374\\u98ce\\u6247\\uff1a\\u5f97\\u76ca\\u4e8e\\u6d41\\u4f53\\u52a8\\u529b\\u8f74\\u627f\\uff0c\\u53ef\\u63d0\\u4f9b\\u5f3a\\u5927\\u7684\\u51b7\\u5374\\u6548\\u679c\\u548c\\u4f4e\\u566a\\u97f3\\u8fd0\\u884c 105\\u00b0C \\u989d\\u5b9a\\u65e5\\u672c\\u7535\\u5bb9\\u5668\\uff1a\\u63d0\\u4f9b\\u7a33\\u5b9a\\u529f\\u7387\\u548c\\u53ef\\u9760\\u6027\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"<font style=\"vertical-align inherit;\"><font style=\"vertical-align inherit;\">类型:</font></font>\": \"<font style=\\\"vertical-align: inherit;\\\"><font style=\\\"vertical-align: inherit;\\\">SF\\uff08ATX 3.1 \\u548c PCIe 5.1\\uff09</font></font>\"\n},\n {\n \"<font style=\"vertical-align inherit;\"><font style=\"vertical-align inherit;\">尺寸:</font></font>\": \"<font style=\\\"vertical-align: inherit;\\\"><font style=\\\"vertical-align: inherit;\\\">1000\\u74e6</font></font>\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:37:59.746Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:37:59.746Z
click
other
rule
2025-04-06T20:37:59.746Z
train
1,250
2025-04-06T20:37:59.746Z
click
other
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:01.677Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:03.781Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:39.589Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:40.513Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:42.788Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:37:56.237Z", "action": "click", "action_argument": "page_related"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "\u4e09\u661f 990 PRO \u7cfb\u5217 - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 \u5185\u7f6e SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "169.99 \u7f8e\u5143", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU \u51b7\u5374\u5668\uff0c3 x 120 \u6beb\u7c73\u6c34\u51b7\uff0c38 \u6beb\u7c73\u6563\u70ed\u5668\uff0cPWM \u6cf5\uff0cVRM \u98ce\u6247\uff0cAMD AM5/AM4\uff0c\u82f1\u7279\u5c14 LGA1851/1700 \u63a5\u89e6\u6846\u67b6 - \u9ed1\u8272", "asin": "B0DLWGG85P", "price": "124.99 \u7f8e\u5143", "quantity": "1"}, {"title": "ThxToms ESD \u9632\u9759\u7535\u624b\u5957\uff0c\u9ad8\u8010\u6027\u78b3\u7ea4\u7ef4\u7535\u8111\u624b\u5957\uff0c\u5927\u53f7 1 \u53cc", "asin": "B01DP6RQYI", "price": "6.99 \u7f8e\u5143", "quantity": "1"}, {"title": "STREBITO Electronics \u7cbe\u5bc6\u87ba\u4e1d\u5200\u5957\u88c5 142 \u4ef6\uff0c\u542b 120 \u4f4d\u78c1\u6027\u7ef4\u4fee\u5de5\u5177\u5957\u4ef6\uff0c\u9002\u7528\u4e8e iPhone\u3001MacBook\u3001\u7535\u8111\u3001\u7b14\u8bb0\u672c\u7535\u8111\u3001PC\u3001\u5e73\u677f\u7535\u8111\u3001PS4\u3001Xbox\u3001\u4efb\u5929\u5802\u3001\u6e38\u620f\u673a", "asin": "B08SGM6F79", "price": "27.99 \u7f8e\u5143", "quantity": "1"}, {"title": "Noctua 360mm AIO \u5347\u7ea7\u5305\uff083X NF-A12x25 PWM chromax.Black.swap 120mm \u98ce\u6247\u52a0 1x NT-H2 \u5bfc\u70ed\u818f\uff09", "asin": "B09J91SVLF", "price": "106.95 \u7f8e\u5143"}, {"title": "CORSAIR SF1000 (2024) \u5168\u6a21\u5757\u5316\u4f4e\u566a\u97f3 80 Plus Platinum ATX \u7535\u6e90 \u2013 \u7b26\u5408 ATX 3.0 \u6807\u51c6 \u2013 \u652f\u6301 PCIe 5.0 \u2013 \u9644\u5e26 SFX \u8f6c ATX \u652f\u67b6 \u2013 \u9ed1\u8272", "asin": "B0D45RN3KZ", "price": "229.99 \u7f8e\u5143", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo \u7cfb\u5217 (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V \u53f0\u5f0f\u7535\u8111\u5185\u5b58 UDIMM - \u94f6\u8272 (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "149.99 \u7f8e\u5143", "quantity": "1"} ], "product_details": [ { "asin": "B0D45RN3KZ" }, { "title": "CORSAIR SF1000 (2024) \u5168\u6a21\u5757\u5316\u4f4e\u566a\u97f3 80 Plus Platinum ATX \u7535\u6e90 \u2013 \u7b26\u5408 ATX 3.0 \u6807\u51c6 \u2013 \u652f\u6301 PCIe 5.0 \u2013 \u9644\u5e26 SFX \u8f6c ATX \u652f\u67b6 \u2013 \u9ed1\u8272" }, { "price": "$ 229\u300299" }, { "bullet_list": "80 PLUS \u767d\u91d1\u7ea7 SFX \u7535\u6e90\uff1a\u7d27\u51d1\u578b SFX \u5916\u5f62\u4e2d\u914d\u5907\u5f3a\u5927\u7684\u767d\u91d1\u7ea7\u7535\u6e90\uff0c\u975e\u5e38\u9002\u5408\u529f\u7387\u5bc6\u5ea6\u6700\u9ad8\u7684\u5c0f\u578b PC \u6216\u8282\u7701\u8f83\u5927\u673a\u7bb1\u4e2d\u7684\u7a7a\u95f4 \u7b26\u5408 ATX 3.0 \u548c PCIe 5.0 \u6807\u51c6\uff1a\u7b26\u5408\u82f1\u7279\u5c14\u7684 ATX 3.0 \u7535\u6e90\u6807\u51c6\uff0c\u652f\u6301 PCIe Gen 5 \u5e73\u53f0\u5e76\u53ef\u62b5\u6297\u77ac\u6001\u529f\u7387\u5c16\u5cf0 \u5168\u6a21\u5757\u5316\u3001Type-5 Micro-Fit PSU \u8fde\u63a5\u5668\uff1a\u91c7\u7528\u7075\u6d3b\u7684\u5e03\u7ebf\uff0c\u5360\u7528\u66f4\u5c11\u7684\u7a7a\u95f4\uff0c\u4fbf\u4e8e\u6574\u9f50\u5730\u7ba1\u7406\u7535\u7f06\uff0c\u5e76\u517c\u5bb9\u5c0f\u578b\u673a\u7bb1 92mm PWM \u51b7\u5374\u98ce\u6247\uff1a\u5f97\u76ca\u4e8e\u6d41\u4f53\u52a8\u529b\u8f74\u627f\uff0c\u53ef\u63d0\u4f9b\u5f3a\u5927\u7684\u51b7\u5374\u6548\u679c\u548c\u4f4e\u566a\u97f3\u8fd0\u884c 105\u00b0C \u989d\u5b9a\u65e5\u672c\u7535\u5bb9\u5668\uff1a\u63d0\u4f9b\u7a33\u5b9a\u529f\u7387\u548c\u53ef\u9760\u6027" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "<font style="vertical-align inherit;"><font style="vertical-align inherit;">类型:</font></font>": "<font style=\"vertical-align: inherit;\"><font style=\"vertical-align: inherit;\">SF\uff08ATX 3.1 \u548c PCIe 5.1\uff09</font></font>" }, { "<font style="vertical-align inherit;"><font style="vertical-align inherit;">尺寸:</font></font>": "<font style=\"vertical-align: inherit;\"><font style=\"vertical-align: inherit;\">1000\u74e6</font></font>" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T20:37:59.746Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 1250, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"\\u4e09\\u661f 990 PRO \\u7cfb\\u5217 - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 \\u5185\\u7f6e SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"169.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU \\u51b7\\u5374\\u5668\\uff0c3 x 120 \\u6beb\\u7c73\\u6c34\\u51b7\\uff0c38 \\u6beb\\u7c73\\u6563\\u70ed\\u5668\\uff0cPWM \\u6cf5\\uff0cVRM \\u98ce\\u6247\\uff0cAMD AM5/AM4\\uff0c\\u82f1\\u7279\\u5c14 LGA1851/1700 \\u63a5\\u89e6\\u6846\\u67b6 - \\u9ed1\\u8272\", \"asin\": \"B0DLWGG85P\", \"price\": \"124.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD \\u9632\\u9759\\u7535\\u624b\\u5957\\uff0c\\u9ad8\\u8010\\u6027\\u78b3\\u7ea4\\u7ef4\\u7535\\u8111\\u624b\\u5957\\uff0c\\u5927\\u53f7 1 \\u53cc\", \"asin\": \"B01DP6RQYI\", \"price\": \"6.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics \\u7cbe\\u5bc6\\u87ba\\u4e1d\\u5200\\u5957\\u88c5 142 \\u4ef6\\uff0c\\u542b 120 \\u4f4d\\u78c1\\u6027\\u7ef4\\u4fee\\u5de5\\u5177\\u5957\\u4ef6\\uff0c\\u9002\\u7528\\u4e8e iPhone\\u3001MacBook\\u3001\\u7535\\u8111\\u3001\\u7b14\\u8bb0\\u672c\\u7535\\u8111\\u3001PC\\u3001\\u5e73\\u677f\\u7535\\u8111\\u3001PS4\\u3001Xbox\\u3001\\u4efb\\u5929\\u5802\\u3001\\u6e38\\u620f\\u673a\", \"asin\": \"B08SGM6F79\", \"price\": \"27.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO \\u5347\\u7ea7\\u5305\\uff083X NF-A12x25 PWM chromax.Black.swap 120mm \\u98ce\\u6247\\u52a0 1x NT-H2 \\u5bfc\\u70ed\\u818f\\uff09\", \"asin\": \"B09J91SVLF\", \"price\": \"106.95 \\u7f8e\\u5143\"},\n {\"title\": \"CORSAIR SF1000 (2024) \\u5168\\u6a21\\u5757\\u5316\\u4f4e\\u566a\\u97f3 80 Plus Platinum ATX \\u7535\\u6e90 \\u2013 \\u7b26\\u5408 ATX 3.0 \\u6807\\u51c6 \\u2013 \\u652f\\u6301 PCIe 5.0 \\u2013 \\u9644\\u5e26 SFX \\u8f6c ATX \\u652f\\u67b6 \\u2013 \\u9ed1\\u8272\", \"asin\": \"B0D45RN3KZ\", \"price\": \"229.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo \\u7cfb\\u5217 (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V \\u53f0\\u5f0f\\u7535\\u8111\\u5185\\u5b58 UDIMM - \\u94f6\\u8272 (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"149.99 \\u7f8e\\u5143\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) \\u5168\\u6a21\\u5757\\u5316\\u4f4e\\u566a\\u97f3 80 Plus Platinum ATX \\u7535\\u6e90 \\u2013 \\u7b26\\u5408 ATX 3.0 \\u6807\\u51c6 \\u2013 \\u652f\\u6301 PCIe 5.0 \\u2013 \\u9644\\u5e26 SFX \\u8f6c ATX \\u652f\\u67b6 \\u2013 \\u9ed1\\u8272\"\n},\n {\n \"price\": \"$ 229\\u300299\"\n},\n {\n \"bullet_list\": \"80 PLUS \\u767d\\u91d1\\u7ea7 SFX \\u7535\\u6e90\\uff1a\\u7d27\\u51d1\\u578b SFX \\u5916\\u5f62\\u4e2d\\u914d\\u5907\\u5f3a\\u5927\\u7684\\u767d\\u91d1\\u7ea7\\u7535\\u6e90\\uff0c\\u975e\\u5e38\\u9002\\u5408\\u529f\\u7387\\u5bc6\\u5ea6\\u6700\\u9ad8\\u7684\\u5c0f\\u578b PC \\u6216\\u8282\\u7701\\u8f83\\u5927\\u673a\\u7bb1\\u4e2d\\u7684\\u7a7a\\u95f4 \\u7b26\\u5408 ATX 3.0 \\u548c PCIe 5.0 \\u6807\\u51c6\\uff1a\\u7b26\\u5408\\u82f1\\u7279\\u5c14\\u7684 ATX 3.0 \\u7535\\u6e90\\u6807\\u51c6\\uff0c\\u652f\\u6301 PCIe Gen 5 \\u5e73\\u53f0\\u5e76\\u53ef\\u62b5\\u6297\\u77ac\\u6001\\u529f\\u7387\\u5c16\\u5cf0 \\u5168\\u6a21\\u5757\\u5316\\u3001Type-5 Micro-Fit PSU \\u8fde\\u63a5\\u5668\\uff1a\\u91c7\\u7528\\u7075\\u6d3b\\u7684\\u5e03\\u7ebf\\uff0c\\u5360\\u7528\\u66f4\\u5c11\\u7684\\u7a7a\\u95f4\\uff0c\\u4fbf\\u4e8e\\u6574\\u9f50\\u5730\\u7ba1\\u7406\\u7535\\u7f06\\uff0c\\u5e76\\u517c\\u5bb9\\u5c0f\\u578b\\u673a\\u7bb1 92mm PWM \\u51b7\\u5374\\u98ce\\u6247\\uff1a\\u5f97\\u76ca\\u4e8e\\u6d41\\u4f53\\u52a8\\u529b\\u8f74\\u627f\\uff0c\\u53ef\\u63d0\\u4f9b\\u5f3a\\u5927\\u7684\\u51b7\\u5374\\u6548\\u679c\\u548c\\u4f4e\\u566a\\u97f3\\u8fd0\\u884c 105\\u00b0C \\u989d\\u5b9a\\u65e5\\u672c\\u7535\\u5bb9\\u5668\\uff1a\\u63d0\\u4f9b\\u7a33\\u5b9a\\u529f\\u7387\\u548c\\u53ef\\u9760\\u6027\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"<font style=\"vertical-align inherit;\"><font style=\"vertical-align inherit;\">类型:</font></font>\": \"<font style=\\\"vertical-align: inherit;\\\"><font style=\\\"vertical-align: inherit;\\\">SF\\uff08ATX 3.1 \\u548c PCIe 5.1\\uff09</font></font>\"\n},\n {\n \"<font style=\"vertical-align inherit;\"><font style=\"vertical-align inherit;\">尺寸:</font></font>\": \"<font style=\\\"vertical-align: inherit;\\\"><font style=\\\"vertical-align: inherit;\\\">1000\\u74e6</font></font>\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:37:59.746Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": 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\"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D1VDZST3\"\n},\n {\n \"title\": \"NZXT C1500 Platinum ATX 3.1 | Fully Modular Low-Noise PC Gaming Power Supply | 1500 Watts | 80 Plus Platinum| Dual 12V-2x6 Connectors | Zero Fan Mode | 100% Japanese Capacitors | Black\"\n},\n {\n \"price\": \"$356.99\"\n},\n {\n \"bullet_list\": \"FUTURE-PROOF POWER \\u2014 Designed with ATX 3.1 and PCIe 5.1 compliance to power current and future generations of high-performance GPUs and CPUs. DUAL PCIE 5.1 CONNECTORS \\u2014 Includes two 16-pin 12V-2x6 PCIe 5.1 cables, each capable of delivering over 600 watts to power-hungry GPUs. THE DIGITAL DIFFERENCE \\u2014 Digital power enables precise voltage regulation, resulting in higher efficiency and lower ripple noise. EXCEPTIONAL EFFICIENCY \\u2014 Exceeding 80 Plus Platinum standards and boasting a Cybenetics Titanium efficiency rating, the 94% efficiency lowers power usage and ensures quieter, cooler operation. MAGNETIC LEVITATION FAN \\u2014 140mm magnetic levitation fan uses air-suspended blades for low noise, high airflow, and a long lifespan.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Black\"\n},\n {\n \"Size\": \"1500W Platinum\"\n},\n {\n \"Style\": \"C Series ATX 3.1\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T00:30:27.337Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-07T00:30:27.337Z
click
cart_side_bar
rule
2025-04-07T00:30:27.337Z
train
1,251
2025-04-07T00:30:27.337Z
click
cart_side_bar
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:01.677Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:03.781Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:39.589Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:40.513Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:42.788Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:37:56.237Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-06T20:37:59.746Z", "action": "click", "action_argument": "other"} <|memory_end|> <|action_start|> <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0D1VDZST3" }, { "title": "NZXT C1500 Platinum ATX 3.1 | Fully Modular Low-Noise PC Gaming Power Supply | 1500 Watts | 80 Plus Platinum| Dual 12V-2x6 Connectors | Zero Fan Mode | 100% Japanese Capacitors | Black" }, { "price": "$356.99" }, { "bullet_list": "FUTURE-PROOF POWER \u2014 Designed with ATX 3.1 and PCIe 5.1 compliance to power current and future generations of high-performance GPUs and CPUs. DUAL PCIE 5.1 CONNECTORS \u2014 Includes two 16-pin 12V-2x6 PCIe 5.1 cables, each capable of delivering over 600 watts to power-hungry GPUs. THE DIGITAL DIFFERENCE \u2014 Digital power enables precise voltage regulation, resulting in higher efficiency and lower ripple noise. EXCEPTIONAL EFFICIENCY \u2014 Exceeding 80 Plus Platinum standards and boasting a Cybenetics Titanium efficiency rating, the 94% efficiency lowers power usage and ensures quieter, cooler operation. MAGNETIC LEVITATION FAN \u2014 140mm magnetic levitation fan uses air-suspended blades for low noise, high airflow, and a long lifespan." } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1 " } ], "product_options": [ { "Color": "Black" }, { "Size": "1500W Platinum" }, { "Style": "C Series ATX 3.1" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-07T00:30:27.337Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>", "index": 1251, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D1VDZST3\"\n},\n {\n \"title\": \"NZXT C1500 Platinum ATX 3.1 | Fully Modular Low-Noise PC Gaming Power Supply | 1500 Watts | 80 Plus Platinum| Dual 12V-2x6 Connectors | Zero Fan Mode | 100% Japanese Capacitors | Black\"\n},\n {\n \"price\": \"$356.99\"\n},\n {\n \"bullet_list\": \"FUTURE-PROOF POWER \\u2014 Designed with ATX 3.1 and PCIe 5.1 compliance to power current and future generations of high-performance GPUs and CPUs. DUAL PCIE 5.1 CONNECTORS \\u2014 Includes two 16-pin 12V-2x6 PCIe 5.1 cables, each capable of delivering over 600 watts to power-hungry GPUs. THE DIGITAL DIFFERENCE \\u2014 Digital power enables precise voltage regulation, resulting in higher efficiency and lower ripple noise. EXCEPTIONAL EFFICIENCY \\u2014 Exceeding 80 Plus Platinum standards and boasting a Cybenetics Titanium efficiency rating, the 94% efficiency lowers power usage and ensures quieter, cooler operation. MAGNETIC LEVITATION FAN \\u2014 140mm magnetic levitation fan uses air-suspended blades for low noise, high airflow, and a long lifespan.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Black\"\n},\n {\n \"Size\": \"1500W Platinum\"\n},\n {\n \"Style\": \"C Series ATX 3.1\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T00:30:27.337Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": 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X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D1VDZST3\"\n},\n {\n \"title\": \"NZXT C1500 Platinum ATX 3.1 | Fully Modular Low-Noise PC Gaming Power Supply | 1500 Watts | 80 Plus Platinum| Dual 12V-2x6 Connectors | Zero Fan Mode | 100% Japanese Capacitors | Black\"\n},\n {\n \"price\": \"$356.99\"\n},\n {\n \"bullet_list\": \"FUTURE-PROOF POWER \\u2014 Designed with ATX 3.1 and PCIe 5.1 compliance to power current and future generations of high-performance GPUs and CPUs. DUAL PCIE 5.1 CONNECTORS \\u2014 Includes two 16-pin 12V-2x6 PCIe 5.1 cables, each capable of delivering over 600 watts to power-hungry GPUs. THE DIGITAL DIFFERENCE \\u2014 Digital power enables precise voltage regulation, resulting in higher efficiency and lower ripple noise. EXCEPTIONAL EFFICIENCY \\u2014 Exceeding 80 Plus Platinum standards and boasting a Cybenetics Titanium efficiency rating, the 94% efficiency lowers power usage and ensures quieter, cooler operation. MAGNETIC LEVITATION FAN \\u2014 140mm magnetic levitation fan uses air-suspended blades for low noise, high airflow, and a long lifespan.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Black\"\n},\n {\n \"Size\": \"1500W Platinum\"\n},\n {\n \"Style\": \"C Series ATX 3.1\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T00:34:12.982Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-07T00:34:12.982Z
click
review
rule
2025-04-07T00:34:12.982Z
train
1,252
2025-04-07T00:34:12.982Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:01.677Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:03.781Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:39.589Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:40.513Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:42.788Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:37:56.237Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-06T20:37:59.746Z", "action": "click", "action_argument": "other"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0D1VDZST3" }, { "title": "NZXT C1500 Platinum ATX 3.1 | Fully Modular Low-Noise PC Gaming Power Supply | 1500 Watts | 80 Plus Platinum| Dual 12V-2x6 Connectors | Zero Fan Mode | 100% Japanese Capacitors | Black" }, { "price": "$356.99" }, { "bullet_list": "FUTURE-PROOF POWER \u2014 Designed with ATX 3.1 and PCIe 5.1 compliance to power current and future generations of high-performance GPUs and CPUs. DUAL PCIE 5.1 CONNECTORS \u2014 Includes two 16-pin 12V-2x6 PCIe 5.1 cables, each capable of delivering over 600 watts to power-hungry GPUs. THE DIGITAL DIFFERENCE \u2014 Digital power enables precise voltage regulation, resulting in higher efficiency and lower ripple noise. EXCEPTIONAL EFFICIENCY \u2014 Exceeding 80 Plus Platinum standards and boasting a Cybenetics Titanium efficiency rating, the 94% efficiency lowers power usage and ensures quieter, cooler operation. MAGNETIC LEVITATION FAN \u2014 140mm magnetic levitation fan uses air-suspended blades for low noise, high airflow, and a long lifespan." } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1 " } ], "product_options": [ { "Color": "Black" }, { "Size": "1500W Platinum" }, { "Style": "C Series ATX 3.1" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-07T00:34:12.982Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1252, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", 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you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D1VDZST3\"\n},\n {\n \"title\": \"NZXT C1500 Platinum ATX 3.1 | Fully Modular Low-Noise PC Gaming Power Supply | 1500 Watts | 80 Plus Platinum| Dual 12V-2x6 Connectors | Zero Fan Mode | 100% Japanese Capacitors | Black\"\n},\n {\n \"price\": \"$356.99\"\n},\n {\n \"bullet_list\": \"FUTURE-PROOF POWER \\u2014 Designed with ATX 3.1 and PCIe 5.1 compliance to power current and future generations of high-performance GPUs and CPUs. DUAL PCIE 5.1 CONNECTORS \\u2014 Includes two 16-pin 12V-2x6 PCIe 5.1 cables, each capable of delivering over 600 watts to power-hungry GPUs. THE DIGITAL DIFFERENCE \\u2014 Digital power enables precise voltage regulation, resulting in higher efficiency and lower ripple noise. EXCEPTIONAL EFFICIENCY \\u2014 Exceeding 80 Plus Platinum standards and boasting a Cybenetics Titanium efficiency rating, the 94% efficiency lowers power usage and ensures quieter, cooler operation. MAGNETIC LEVITATION FAN \\u2014 140mm magnetic levitation fan uses air-suspended blades for low noise, high airflow, and a long lifespan.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Black\"\n},\n {\n \"Size\": \"1500W Platinum\"\n},\n {\n \"Style\": \"C Series ATX 3.1\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T00:34:12.982Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T00:35:01.100Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-07T00:35:01.100Z
click
review
rule
2025-04-07T00:35:01.100Z
train
1,253
2025-04-07T00:35:01.100Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": 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{"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:42.788Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:37:56.237Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-06T20:37:59.746Z", "action": "click", "action_argument": "other"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0D45RN3KZ" }, { "title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black" }, { "price": "$229.99" }, { "bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Style": "SF (ATX 3.1 &amp; PCIe 5.1)" }, { "Size": "1000 Watts" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-07T00:35:01.100Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1253, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T00:35:01.100Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T00:36:18.585Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-07T00:36:18.585Z
click
review
rule
2025-04-07T00:36:18.585Z
train
1,254
2025-04-07T00:36:18.585Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:01.677Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:03.781Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:39.589Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:40.513Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:42.788Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:37:56.237Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-06T20:37:59.746Z", "action": "click", "action_argument": "other"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0D45RN3KZ" }, { "title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black" }, { "price": "$229.99" }, { "bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Style": "SF (ATX 3.1 &amp; PCIe 5.1)" }, { "Size": "1000 Watts" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-07T00:36:18.585Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1254, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T00:36:18.585Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", 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\"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": 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\"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D1VDZST3\"\n},\n {\n \"title\": \"NZXT C1500 Platinum ATX 3.1 | Fully Modular Low-Noise PC Gaming Power Supply | 1500 Watts | 80 Plus Platinum| Dual 12V-2x6 Connectors | Zero Fan Mode | 100% Japanese Capacitors | Black\"\n},\n {\n \"price\": \"$356.99\"\n},\n {\n \"bullet_list\": \"FUTURE-PROOF POWER \\u2014 Designed with ATX 3.1 and PCIe 5.1 compliance to power current and future generations of high-performance GPUs and CPUs. DUAL PCIE 5.1 CONNECTORS \\u2014 Includes two 16-pin 12V-2x6 PCIe 5.1 cables, each capable of delivering over 600 watts to power-hungry GPUs. THE DIGITAL DIFFERENCE \\u2014 Digital power enables precise voltage regulation, resulting in higher efficiency and lower ripple noise. EXCEPTIONAL EFFICIENCY \\u2014 Exceeding 80 Plus Platinum standards and boasting a Cybenetics Titanium efficiency rating, the 94% efficiency lowers power usage and ensures quieter, cooler operation. MAGNETIC LEVITATION FAN \\u2014 140mm magnetic levitation fan uses air-suspended blades for low noise, high airflow, and a long lifespan.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Black\"\n},\n {\n \"Size\": \"1500W Platinum\"\n},\n {\n \"Style\": \"C Series ATX 3.1\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T00:36:27.964Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-07T00:36:27.964Z
click
review
rule
2025-04-07T00:36:27.964Z
train
1,255
2025-04-07T00:36:27.964Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:01.677Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:03.781Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:39.589Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:40.513Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:42.788Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:37:56.237Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-06T20:37:59.746Z", "action": "click", "action_argument": "other"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0D1VDZST3" }, { "title": "NZXT C1500 Platinum ATX 3.1 | Fully Modular Low-Noise PC Gaming Power Supply | 1500 Watts | 80 Plus Platinum| Dual 12V-2x6 Connectors | Zero Fan Mode | 100% Japanese Capacitors | Black" }, { "price": "$356.99" }, { "bullet_list": "FUTURE-PROOF POWER \u2014 Designed with ATX 3.1 and PCIe 5.1 compliance to power current and future generations of high-performance GPUs and CPUs. DUAL PCIE 5.1 CONNECTORS \u2014 Includes two 16-pin 12V-2x6 PCIe 5.1 cables, each capable of delivering over 600 watts to power-hungry GPUs. THE DIGITAL DIFFERENCE \u2014 Digital power enables precise voltage regulation, resulting in higher efficiency and lower ripple noise. EXCEPTIONAL EFFICIENCY \u2014 Exceeding 80 Plus Platinum standards and boasting a Cybenetics Titanium efficiency rating, the 94% efficiency lowers power usage and ensures quieter, cooler operation. MAGNETIC LEVITATION FAN \u2014 140mm magnetic levitation fan uses air-suspended blades for low noise, high airflow, and a long lifespan." } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1 " } ], "product_options": [ { "Color": "Black" }, { "Size": "1500W Platinum" }, { "Style": "C Series ATX 3.1" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-07T00:36:27.964Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1255, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", 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\"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D1VDZST3\"\n},\n {\n \"title\": \"NZXT C1500 Platinum ATX 3.1 | Fully Modular Low-Noise PC Gaming Power Supply | 1500 Watts | 80 Plus Platinum| Dual 12V-2x6 Connectors | Zero Fan Mode | 100% Japanese Capacitors | Black\"\n},\n {\n \"price\": \"$356.99\"\n},\n {\n \"bullet_list\": \"FUTURE-PROOF POWER \\u2014 Designed with ATX 3.1 and PCIe 5.1 compliance to power current and future generations of high-performance GPUs and CPUs. DUAL PCIE 5.1 CONNECTORS \\u2014 Includes two 16-pin 12V-2x6 PCIe 5.1 cables, each capable of delivering over 600 watts to power-hungry GPUs. THE DIGITAL DIFFERENCE \\u2014 Digital power enables precise voltage regulation, resulting in higher efficiency and lower ripple noise. EXCEPTIONAL EFFICIENCY \\u2014 Exceeding 80 Plus Platinum standards and boasting a Cybenetics Titanium efficiency rating, the 94% efficiency lowers power usage and ensures quieter, cooler operation. MAGNETIC LEVITATION FAN \\u2014 140mm magnetic levitation fan uses air-suspended blades for low noise, high airflow, and a long lifespan.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Black\"\n},\n {\n \"Size\": \"1500W Platinum\"\n},\n {\n \"Style\": \"C Series ATX 3.1\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T00:36:27.964Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09VH1T1C2\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III 360 - CPU AIO Water Cooler, Water Cooling PC, Intel & AMD, Efficient PWM-Controlled Pump, Fan: 200\\u20131800 RPM, LGA1851 and LGA1700 Contact Frame - Black\"\n},\n {\n \"bullet_list\": \"LGA1851 AND LGA1700 CONTACT FRAME: Improved contact pressure distribution through Intel mounting frame for efficient heat transfer, thanks to even CPU contact surface NATIVE AMD OFFSET MOUNTING: Optimized for the multi-die chiplet design of Ryzen processors - 5mm offset for optimal coverage of the CPU hotspot, resulting in more efficient heat transfer ACTIVE COOLING OF THE VOLTAGE CONVERTERS: PWM-controlled VRM fan that additionally cools components in the base area, such as voltage converters INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the jacket of the hoses, which means that only one visible cable is connected to the motherboard LIMITED COMPATIBILITY WITH A FEW MOTHERBOARDS: Oversized coolers on the M.2_1 slot can lead to compatibility problems. An overview and solution is available in the technical data, in the manual and on the manufacturer's website. Please use the compatibility check\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:57:42.809Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T00:57:42.809Z
click
product_option
rule
2025-04-08T00:57:42.809Z
train
1,256
2025-04-08T00:57:42.809Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 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"action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:01.677Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:03.781Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:39.589Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:40.513Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:42.788Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:37:56.237Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-06T20:37:59.746Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$315.08", "quantity": "1"}, {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B09VH1T1C2" }, { "title": "ARCTIC Liquid Freezer III 360 - CPU AIO Water Cooler, Water Cooling PC, Intel & AMD, Efficient PWM-Controlled Pump, Fan: 200\u20131800 RPM, LGA1851 and LGA1700 Contact Frame - Black" }, { "bullet_list": "LGA1851 AND LGA1700 CONTACT FRAME: Improved contact pressure distribution through Intel mounting frame for efficient heat transfer, thanks to even CPU contact surface NATIVE AMD OFFSET MOUNTING: Optimized for the multi-die chiplet design of Ryzen processors - 5mm offset for optimal coverage of the CPU hotspot, resulting in more efficient heat transfer ACTIVE COOLING OF THE VOLTAGE CONVERTERS: PWM-controlled VRM fan that additionally cools components in the base area, such as voltage converters INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the jacket of the hoses, which means that only one visible cable is connected to the motherboard LIMITED COMPATIBILITY WITH A FEW MOTHERBOARDS: Oversized coolers on the M.2_1 slot can lead to compatibility problems. An overview and solution is available in the technical data, in the manual and on the manufacturer's website. Please use the compatibility check" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-08T00:57:42.809Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 1256, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": 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\"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09VH1T1C2\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III 360 - CPU AIO Water Cooler, Water Cooling PC, Intel & AMD, Efficient PWM-Controlled Pump, Fan: 200\\u20131800 RPM, LGA1851 and LGA1700 Contact Frame - Black\"\n},\n {\n \"bullet_list\": \"LGA1851 AND LGA1700 CONTACT FRAME: Improved contact pressure distribution through Intel mounting frame for efficient heat transfer, thanks to even CPU contact surface NATIVE AMD OFFSET MOUNTING: Optimized for the multi-die chiplet design of Ryzen processors - 5mm offset for optimal coverage of the CPU hotspot, resulting in more efficient heat transfer ACTIVE COOLING OF THE VOLTAGE CONVERTERS: PWM-controlled VRM fan that additionally cools components in the base area, such as voltage converters INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the jacket of the hoses, which means that only one visible cable is connected to the motherboard LIMITED COMPATIBILITY WITH A FEW MOTHERBOARDS: Oversized coolers on the M.2_1 slot can lead to compatibility problems. An overview and solution is available in the technical data, in the manual and on the manufacturer's website. Please use the compatibility check\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:57:42.809Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00136A\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:57:49.496Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T00:57:49.496Z
click
product_option
rule
2025-04-08T00:57:49.496Z
train
1,257
2025-04-08T00:57:49.496Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": 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"other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:01.677Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:03.781Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:39.589Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:40.513Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:42.788Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:37:56.237Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-06T20:37:59.746Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$315.08", "quantity": "1"}, {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00136A" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-08T00:57:49.496Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 1257, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00136A\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:57:49.496Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09VH1T1C2\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III 360 - CPU AIO Water Cooler, Water Cooling PC, Intel & AMD, Efficient PWM-Controlled Pump, Fan: 200\\u20131800 RPM, LGA1851 and LGA1700 Contact Frame - Black\"\n},\n {\n \"bullet_list\": \"LGA1851 AND LGA1700 CONTACT FRAME: Improved contact pressure distribution through Intel mounting frame for efficient heat transfer, thanks to even CPU contact surface NATIVE AMD OFFSET MOUNTING: Optimized for the multi-die chiplet design of Ryzen processors - 5mm offset for optimal coverage of the CPU hotspot, resulting in more efficient heat transfer ACTIVE COOLING OF THE VOLTAGE CONVERTERS: PWM-controlled VRM fan that additionally cools components in the base area, such as voltage converters INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the jacket of the hoses, which means that only one visible cable is connected to the motherboard LIMITED COMPATIBILITY WITH A FEW MOTHERBOARDS: Oversized coolers on the M.2_1 slot can lead to compatibility problems. An overview and solution is available in the technical data, in the manual and on the manufacturer's website. Please use the compatibility check\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00136A\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:58:05.075Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T00:58:05.075Z
click
other
rule
2025-04-08T00:58:05.075Z
train
1,258
2025-04-08T00:58:05.075Z
click
other
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": 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{"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:42.788Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:37:56.237Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-06T20:37:59.746Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$315.08", "quantity": "1"}, {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B09VH1T1C2" }, { "title": "ARCTIC Liquid Freezer III 360 - CPU AIO Water Cooler, Water Cooling PC, Intel & AMD, Efficient PWM-Controlled Pump, Fan: 200\u20131800 RPM, LGA1851 and LGA1700 Contact Frame - Black" }, { "bullet_list": "LGA1851 AND LGA1700 CONTACT FRAME: Improved contact pressure distribution through Intel mounting frame for efficient heat transfer, thanks to even CPU contact surface NATIVE AMD OFFSET MOUNTING: Optimized for the multi-die chiplet design of Ryzen processors - 5mm offset for optimal coverage of the CPU hotspot, resulting in more efficient heat transfer ACTIVE COOLING OF THE VOLTAGE CONVERTERS: PWM-controlled VRM fan that additionally cools components in the base area, such as voltage converters INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the jacket of the hoses, which means that only one visible cable is connected to the motherboard LIMITED COMPATIBILITY WITH A FEW MOTHERBOARDS: Oversized coolers on the M.2_1 slot can lead to compatibility problems. An overview and solution is available in the technical data, in the manual and on the manufacturer's website. Please use the compatibility check" } ], "product_options": [ { "Model": "ACFRE00136A" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-08T00:58:05.075Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 1258, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09VH1T1C2\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III 360 - CPU AIO Water Cooler, Water Cooling PC, Intel & AMD, Efficient PWM-Controlled Pump, Fan: 200\\u20131800 RPM, LGA1851 and LGA1700 Contact Frame - Black\"\n},\n {\n \"bullet_list\": \"LGA1851 AND LGA1700 CONTACT FRAME: Improved contact pressure distribution through Intel mounting frame for efficient heat transfer, thanks to even CPU contact surface NATIVE AMD OFFSET MOUNTING: Optimized for the multi-die chiplet design of Ryzen processors - 5mm offset for optimal coverage of the CPU hotspot, resulting in more efficient heat transfer ACTIVE COOLING OF THE VOLTAGE CONVERTERS: PWM-controlled VRM fan that additionally cools components in the base area, such as voltage converters INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the jacket of the hoses, which means that only one visible cable is connected to the motherboard LIMITED COMPATIBILITY WITH A FEW MOTHERBOARDS: Oversized coolers on the M.2_1 slot can lead to compatibility problems. An overview and solution is available in the technical data, in the manual and on the manufacturer's website. Please use the compatibility check\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00136A\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:58:05.075Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", 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\"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:58:15.282Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T00:58:15.282Z
click
other
rule
2025-04-08T00:58:15.282Z
train
1,259
2025-04-08T00:58:15.282Z
click
other
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:01.677Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:03.781Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:39.589Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:40.513Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:42.788Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:37:56.237Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-06T20:37:59.746Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$315.08", "quantity": "1"}, {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-08T00:58:15.282Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 1259, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:58:15.282Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", 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\"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:01:24.209Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T01:01:24.209Z
click
cart_side_bar
rule
2025-04-08T01:01:24.209Z
train
1,260
2025-04-08T01:01:24.209Z
click
cart_side_bar
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:01.677Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:03.781Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:39.589Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:40.513Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:42.788Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:37:56.237Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-06T20:37:59.746Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$315.08", "quantity": "1"}, {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-08T01:01:24.209Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>", "index": 1260, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", 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\"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 | LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:01:24.209Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": 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\"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": 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\"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:01:41.178Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T01:01:41.178Z
click
quantity
rule
2025-04-08T01:01:41.178Z
train
1,261
2025-04-08T01:01:41.178Z
click
quantity
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:01.677Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:03.781Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:39.589Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:40.513Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:42.788Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:37:56.237Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-06T20:37:59.746Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$315.08", "quantity": "1"}, {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0D45RN3KZ" }, { "title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black" }, { "price": "$229.99" }, { "bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Style": "SF (ATX 3.1 &amp; PCIe 5.1)" }, { "Size": "1000 Watts" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-08T01:01:41.178Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>quantity</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>quantity</answer_argument>", "index": 1261, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", 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\"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:01:41.178Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"asin\": \"B0D45RN3KZ\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:01:45.355Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T01:01:45.355Z
click
cart_side_bar
rule
2025-04-08T01:01:45.355Z
train
1,262
2025-04-08T01:01:45.355Z
click
cart_side_bar
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", 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"click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": 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"action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:01.677Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:03.781Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:39.589Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:40.513Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:42.788Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:37:56.237Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-06T20:37:59.746Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$315.08", "quantity": "1"}, {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"asin": "B0D45RN3KZ"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0D45RN3KZ" }, { "title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black" }, { "price": "$229.99" }, { "bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Style": "SF (ATX 3.1 &amp; PCIe 5.1)" }, { "Size": "1000 Watts" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-08T01:01:45.355Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>", "index": 1262, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": 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\"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": 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\"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"asin\": \"B0D45RN3KZ\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D45RN3KZ\"\n},\n {\n \"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"SF (ATX 3.1 &amp; PCIe 5.1)\"\n},\n {\n \"Size\": \"1000 Watts\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:01:45.355Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CSFT73DH\"\n},\n {\n \"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\"\n},\n {\n \"price\": \"$315.08\"\n},\n {\n \"bullet_list\": \"ROG heatsinks cover the main components of the board, cool temperatures and reduce noise emitted. The double ball bearing has a double lifespan compared to smooth bearing fans. 0dB technology allows you to play in almost total silence. ATX 3.0 compatible: ROG Strix Aura Edition complies with ATX 3.0 guidelines and comes with a 16-pin PCIe cable that can route up to 600W of power to PCIe Gen 5.0 graphics cards. Lambda A++ certification: Low certified noise levels below 35 dB. The 80 Plus Titanium certification proves that these cards are made with Japanese capacitors and many other premium components. Its compatibility with Aura Sync lighting allows you to customize and sync light effects with other compatible devices.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"1200W\"\n},\n {\n \"Style\": \"Platinum\"\n},\n {\n \"Color\": \"Black\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:02:01.903Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T01:02:01.903Z
click
cart_side_bar
rule
2025-04-08T01:02:01.903Z
train
1,263
2025-04-08T01:02:01.903Z
click
cart_side_bar
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": 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"other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:01.677Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:03.781Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:39.589Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:40.513Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:42.788Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:37:56.237Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-06T20:37:59.746Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$315.08", "quantity": "1"}, {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0CSFT73DH" }, { "title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)" }, { "price": "$315.08" }, { "bullet_list": "ROG heatsinks cover the main components of the board, cool temperatures and reduce noise emitted. The double ball bearing has a double lifespan compared to smooth bearing fans. 0dB technology allows you to play in almost total silence. ATX 3.0 compatible: ROG Strix Aura Edition complies with ATX 3.0 guidelines and comes with a 16-pin PCIe cable that can route up to 600W of power to PCIe Gen 5.0 graphics cards. Lambda A++ certification: Low certified noise levels below 35 dB. The 80 Plus Titanium certification proves that these cards are made with Japanese capacitors and many other premium components. Its compatibility with Aura Sync lighting allows you to customize and sync light effects with other compatible devices." } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Size": "1200W" }, { "Style": "Platinum" }, { "Color": "Black" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-08T01:02:01.903Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>", "index": 1263, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CSFT73DH\"\n},\n {\n \"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\"\n},\n {\n \"price\": \"$315.08\"\n},\n {\n \"bullet_list\": \"ROG heatsinks cover the main components of the board, cool temperatures and reduce noise emitted. The double ball bearing has a double lifespan compared to smooth bearing fans. 0dB technology allows you to play in almost total silence. ATX 3.0 compatible: ROG Strix Aura Edition complies with ATX 3.0 guidelines and comes with a 16-pin PCIe cable that can route up to 600W of power to PCIe Gen 5.0 graphics cards. Lambda A++ certification: Low certified noise levels below 35 dB. The 80 Plus Titanium certification proves that these cards are made with Japanese capacitors and many other premium components. Its compatibility with Aura Sync lighting allows you to customize and sync light effects with other compatible devices.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"1200W\"\n},\n {\n \"Style\": \"Platinum\"\n},\n {\n \"Color\": \"Black\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:02:01.903Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BHJJ9Y77\"\n},\n {\n \"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\"\n},\n {\n \"price\": \"$169.99\"\n},\n {\n \"bullet_list\": \"MEET THE NEXT GEN: Consider this a cheat code; Our Samsung 990 PRO Gen4 SSD helps you reach near max performance with lightning-fast speeds; Whether you\\u2019re a hardcore gamer or a tech guru, you\\u2019ll get power efficiency built for the final boss REACH THE NEXT LEVEL: Gen4 steps up with faster transfer speeds and high-performance bandwidth; With a more than 55% improvement in random performance compared to 980 PRO, it\\u2019s here for heavy computing and faster loading THE FASTEST SSD FROM THE WORLD'S FLASH MEMORY BRAND: The speed you need for any occasion; With read and write speeds up to 7450/6900 MB/s you\\u2019ll reach near max performance of PCIe 4.0 powering through for any use PLAY WITHOUT LIMITS: Give yourself some space with storage capacities from 1TB to 4TB; Sync all your saves and reign supreme in gaming, video editing, data analysis and more IT\\u2019S A POWER MOVE: Save the power for your performance; Get power efficiency all while experiencing up to 50% improved performance per watt over the 980 PRO****; It makes every move more effective with less consumption\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"990 PRO\"\n},\n {\n \"Capacity\": \"2TB\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:02:18.591Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T01:02:18.591Z
click
cart_side_bar
rule
2025-04-08T01:02:18.591Z
train
1,264
2025-04-08T01:02:18.591Z
click
cart_side_bar
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": 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{"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:42.788Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:37:56.237Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-06T20:37:59.746Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$315.08", "quantity": "1"}, {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0BHJJ9Y77" }, { "title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)" }, { "price": "$169.99" }, { "bullet_list": "MEET THE NEXT GEN: Consider this a cheat code; Our Samsung 990 PRO Gen4 SSD helps you reach near max performance with lightning-fast speeds; Whether you\u2019re a hardcore gamer or a tech guru, you\u2019ll get power efficiency built for the final boss REACH THE NEXT LEVEL: Gen4 steps up with faster transfer speeds and high-performance bandwidth; With a more than 55% improvement in random performance compared to 980 PRO, it\u2019s here for heavy computing and faster loading THE FASTEST SSD FROM THE WORLD'S FLASH MEMORY BRAND: The speed you need for any occasion; With read and write speeds up to 7450/6900 MB/s you\u2019ll reach near max performance of PCIe 4.0 powering through for any use PLAY WITHOUT LIMITS: Give yourself some space with storage capacities from 1TB to 4TB; Sync all your saves and reign supreme in gaming, video editing, data analysis and more IT\u2019S A POWER MOVE: Save the power for your performance; Get power efficiency all while experiencing up to 50% improved performance per watt over the 980 PRO****; It makes every move more effective with less consumption" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Style": "990 PRO" }, { "Capacity": "2TB" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-08T01:02:18.591Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>", "index": 1264, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BHJJ9Y77\"\n},\n {\n \"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\"\n},\n {\n \"price\": \"$169.99\"\n},\n {\n \"bullet_list\": \"MEET THE NEXT GEN: Consider this a cheat code; Our Samsung 990 PRO Gen4 SSD helps you reach near max performance with lightning-fast speeds; Whether you\\u2019re a hardcore gamer or a tech guru, you\\u2019ll get power efficiency built for the final boss REACH THE NEXT LEVEL: Gen4 steps up with faster transfer speeds and high-performance bandwidth; With a more than 55% improvement in random performance compared to 980 PRO, it\\u2019s here for heavy computing and faster loading THE FASTEST SSD FROM THE WORLD'S FLASH MEMORY BRAND: The speed you need for any occasion; With read and write speeds up to 7450/6900 MB/s you\\u2019ll reach near max performance of PCIe 4.0 powering through for any use PLAY WITHOUT LIMITS: Give yourself some space with storage capacities from 1TB to 4TB; Sync all your saves and reign supreme in gaming, video editing, data analysis and more IT\\u2019S A POWER MOVE: Save the power for your performance; Get power efficiency all while experiencing up to 50% improved performance per watt over the 980 PRO****; It makes every move more effective with less consumption\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"990 PRO\"\n},\n {\n \"Capacity\": \"2TB\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T01:02:18.591Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:15:04.238Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T02:15:04.238Z
click
nav_bar
rule
2025-04-08T02:15:04.238Z
train
1,265
2025-04-08T02:15:04.238Z
click
nav_bar
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:01.677Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:03.781Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:39.589Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:40.513Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:42.788Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:37:56.237Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-06T20:37:59.746Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-08T02:15:04.238Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "index": 1265, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:15:04.238Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": 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X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"990 PRO\"}, {\"Capacity\": \"2TB\"}]},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"delivery\": \"$17.24 delivery Wed, Apr 16\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Model\": \"ACFRE00180A\"}]},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Large\"}, {\"Color\": \"Grey*1 Pair\"}]},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"delivery\": \"Delivery Thu, Apr 10\", \"selected\": true, \"options\": []},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"32GB (2x16GB)\"}, {\"Style\": \"DDR5-6000 28-36-36-96 1.40V\"}, {\"Color\": \"Silver\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"AMD Ryzen 9 9950X3D 16-Core Processor\", \"asin\": \"B0DVZSG8D5\", \"options\": []},\n {\"title\": \"Avery Multi-Use Removable Labels, 1/2\\\" x 3/4\\\", White, Non-Printable, 525 Blank Labels Total (6737)\", \"asin\": \"B004INKGYA\", \"options\": [{\"Style\": \"Labels\"}]},\n {\"title\": \"Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder\", \"asin\": \"B0BQYGHRS8\", \"options\": [{\"Size\": \"4 Pack\"}, {\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:17:00.105Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T02:17:00.105Z
input
64g ddr5 6000 c28
rule
2025-04-08T02:17:00.105Z
train
1,266
2025-04-08T02:17:00.105Z
input
64g ddr5 6000 c28
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", 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{ "ground_truth": "<answer_action>input</answer_action><answer_argument>64g ddr5 6000 c28</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>input</answer_action><answer_argument>64g ddr5 6000 c28</answer_argument>", "index": 1266, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", 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\"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", 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X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"990 PRO\"}, {\"Capacity\": \"2TB\"}]},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"delivery\": \"$17.24 delivery Wed, Apr 16\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Model\": \"ACFRE00180A\"}]},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Large\"}, {\"Color\": \"Grey*1 Pair\"}]},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"delivery\": \"Delivery Thu, Apr 10\", \"selected\": true, \"options\": []},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"32GB (2x16GB)\"}, {\"Style\": \"DDR5-6000 28-36-36-96 1.40V\"}, {\"Color\": \"Silver\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"AMD Ryzen 9 9950X3D 16-Core Processor\", \"asin\": \"B0DVZSG8D5\", \"options\": []},\n {\"title\": \"Avery Multi-Use Removable Labels, 1/2\\\" x 3/4\\\", White, Non-Printable, 525 Blank Labels Total (6737)\", \"asin\": \"B004INKGYA\", \"options\": [{\"Style\": \"Labels\"}]},\n {\"title\": \"Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder\", \"asin\": \"B0BQYGHRS8\", \"options\": [{\"Size\": \"4 Pack\"}, {\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:17:00.105Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", 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\"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"64g ddr5 6000 c28\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0F1RKXGXZ\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"G.Skill Trident Z5 Neo RGB Series, designed for AMD B650, X670, B850, X870 Series Chipset with Ryzen 7000, 8000G, 9000 Series CPU Brand: G.Skill, Series: Trident Z5 Neo RGB, Model: F5-6000J2836G32GX2-TZ5NR 64GB kit containing 2x 32GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory AMD EXPO profile support to reach up to the rated overclock speed, or run at default JEDEC profile speed. Memory kits may boot to the SPD speed using default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used. Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure.\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"64GB (2x 32GB)\"\n},\n {\n \"Color\": \"Black\"\n},\n {\n \"Style\": \"DDR5-6000 CL28-36-36-96 1.40V\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:19:08.786Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T02:19:08.786Z
purchase
B0F1RKXGXZ
rule
2025-04-08T02:19:08.786Z
train
1,267
2025-04-08T02:19:08.786Z
purchase
B0F1RKXGXZ
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:01.677Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:03.781Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:39.589Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:40.513Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:42.788Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:37:56.237Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-06T20:37:59.746Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "64g ddr5 6000 c28" } ], "cart_items": [ {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$315.08", "quantity": "1"}, {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0F1RKXGXZ" }, { "title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)" }, { "price": "$229.99" }, { "bullet_list": "G.Skill Trident Z5 Neo RGB Series, designed for AMD B650, X670, B850, X870 Series Chipset with Ryzen 7000, 8000G, 9000 Series CPU Brand: G.Skill, Series: Trident Z5 Neo RGB, Model: F5-6000J2836G32GX2-TZ5NR 64GB kit containing 2x 32GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory AMD EXPO profile support to reach up to the rated overclock speed, or run at default JEDEC profile speed. Memory kits may boot to the SPD speed using default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used. Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure." } ], "product_options": [ { "Size": "64GB (2x 32GB)" }, { "Color": "Black" }, { "Style": "DDR5-6000 CL28-36-36-96 1.40V" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-08T02:19:08.786Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>purchase</answer_action><answer_argument>B0F1RKXGXZ</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>purchase</answer_action><answer_argument>B0F1RKXGXZ</answer_argument>", "index": 1267, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": 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\"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"64g ddr5 6000 c28\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0F1RKXGXZ\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"G.Skill Trident Z5 Neo RGB Series, designed for AMD B650, X670, B850, X870 Series Chipset with Ryzen 7000, 8000G, 9000 Series CPU Brand: G.Skill, Series: Trident Z5 Neo RGB, Model: F5-6000J2836G32GX2-TZ5NR 64GB kit containing 2x 32GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory AMD EXPO profile support to reach up to the rated overclock speed, or run at default JEDEC profile speed. Memory kits may boot to the SPD speed using default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used. Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure.\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"64GB (2x 32GB)\"\n},\n {\n \"Color\": \"Black\"\n},\n {\n \"Style\": \"DDR5-6000 CL28-36-36-96 1.40V\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:19:08.786Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": 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\"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": 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\"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Addlink D60 960GB M.2 2280 High Endurance Enterprise NAS Internal SSD for Business Server Data Center, PCIe Gen4X4 NVMe 1.4 3D eTLC, Up to 6,000 MB/s, Durability of up to 1,900 TBW (ad960GBD60M2P)\", \"asin\": \"B0D9NCT27K\", \"price\": \"$139.44\", \"quantity\": \"\"},\n {\"title\": \"POWIN PPG-42G1 PCIE GEN4x4 NVMe 512GB SSD M.2 2280, Internal Solid State Drive, Speeds Up to 6,400MB/s, Upgrade Storage for PC Computer, Laptop, Game Console, Gaming Computer, Esports Gaming PC\", \"asin\": \"B0CZ7JD3NR\", \"price\": \"$50.96\", \"quantity\": \"\"},\n {\"title\": \"Scotch Performance Masking Tape 233+ 26340, 48 mm x 55 m, 12 rolls per case\", \"asin\": \"B0000AY238\", \"price\": \"$122.99\", \"quantity\": \"\"},\n {\"title\": \"ACASIS 40Gbps M.2 NVMe SSD Enclosure with Cooling Fan, Tool Free Installation, TBU 401 Pro for M1 M2 Pro/Max, Compatible with USB4/3.2/3.1/3.0/2.0, Support SSD Size 2280 B+M M-Key (SSD Not Include)\", \"asin\": \"B0CSFFMQWF\", \"price\": \"$93.49\", \"quantity\": \"\"},\n {\"title\": \"Noctua NF-A12x25 PWM chromax.Black.swap, Premium Quiet Fan, 4-Pin (120mm, Black)\", \"asin\": \"B09C6DQDNT\", \"price\": \"$34.95\", \"quantity\": \"\"},\n {\"title\": \"PCCOOLER CPS RZ820 CPU Cooler, 290W Dual Tower CPU Air Cooler, 8 HeatPipes CPU Cooling CPU Fan System with Three Modes PWM Silent Fans, Air Cooler for Intel LGA 1851/1700/1200/115X/20XX,AMD AM4/AM5,BK\", \"asin\": \"B07NW8KWKW\", \"price\": \"$129.99\", \"quantity\": \"\"},\n {\"title\": \"OLOy DDR5 RAM 64GB (2x32GB) Black Hairline Blade RGB 6000 MHz CL32 1.35V Gaming UDIMM (MD5U3260320BRKDA)\", \"asin\": \"B0DQ14HW79\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"OLOy DDR5 RAM 48GB (2x24GB) Black Hairline Blade RGB 6800 MHz CL34 1.35V Gaming UDIMM for Intel (MD5U2468346IRKDA)\", \"asin\": \"B0D86P9JKH\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"SABRENT Rocket 4 2TB PCIe 4.0 NVMe SSD \\u2013 7400MB/s Read, 6400MB/s Write, Gen4 SSD for Desktops, Laptops, and PS5, High-Speed Performance with Low Heat, for Gaming and System Builders (SB-RKT4L-2TB)\", \"asin\": \"B0CZJX3XFP\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"NZXT Internal USB Hub 3 - AC-IUSBH-M3 - 4 Internal USB 2.0 Ports - 3M Dual Lock Tapes - Magnetic Body - Plug and Play\", \"asin\": \"\", \"price\": \"$27.06\", \"quantity\": \"\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"\", \"price\": \"$169.99\", \"quantity\": \"\"},\n {\"title\": \"ARCTIC MX-6 (4 g, incl. 6 MX Cleaner) - Ultimate Performance Thermal Paste for CPU, Consoles, Graphics Cards, laptops, Very high Thermal Conductivity, Long Durability, Non-Conductive\", \"asin\": \"\", \"price\": \"$12.79\", \"quantity\": \"\"},\n {\"title\": \"iFixit Portable Anti-Static Mat - ESD Pad, Wrist Strap, Grounding Cord for Electronics Repair\", \"asin\": \"\", \"price\": \"$29.95\", \"quantity\": \"\"},\n {\"title\": \"Corsair TM30 Performance Thermal Paste | Ultra-Low Thermal Impedance CPU/GPU | 3 Grams|w/applicator, silver for Desktop\", \"asin\": \"\", \"price\": \"$7.88\", \"quantity\": \"\"},\n {\"title\": \"JOREST 38Pcs Small Precision Screwdriver Set (S2 Steel), Magnetic Screwdriver Set with Torx T5 T6 T8, Mini Repair Tool Kit for Macbook, Computer, Laptop, iPhone, PS4 PS5, Xbox, Switch, Glasses, Watch\", \"asin\": \"\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"Cooler Master Hyper 212 Black CPU Air Cooler, SickleFlow 120 Edge PWM Fan, Aluminum Top Cover, 4 Copper Heat Pipes, 152mm Tall, AMD Ryzen AM5/AM4, Intel LGA 1851/1700/1200 Brackets\", \"asin\": \"\", \"price\": \"$29.49\", \"quantity\": \"\"},\n {\"title\": \"WD_BLACK 2TB SN850X NVMe Internal Gaming SSD Solid State Drive - Gen4 PCIe, M.2 2280, Up to 7,300 MB/s - WDS200T2X0E\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Anti-Static Mat ESD Safe for Electronic Includes ESD Wristband and Grounding Wire, HPFIX Silicone Soldering Repair Mat 932\\u00b0F Heat Resistant for iPhone iPad iMac, Laptop, Computer, 15.9\\u201d x 12\\u201d Grey\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Intel\\u00ae CoreTM i9-14900K New Gaming Desktop Processor 24 (8 P-cores + 16 E-cores) with Integrated Graphics - Unlocked\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"CORSAIR VENGEANCE RGB DDR5 RAM 64GB (2x32GB) 6000MHz CL30 Intel XMP iCUE Compatible Computer Memory - Black (CMH64GX5M2B6000C30)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"AMD Ryzen\\u2122 7 9700X 8-Core, 16-Thread Unlocked Desktop Processor\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"CORSAIR Vengeance DDR5 RAM 32GB (2x16GB) 6000MHz CL30-36-36-76 1.40V Intel XMP Desktop Computer Memory - Black (CMK32GX5M2B6000C30)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"ARCTIC MX-4 (4 g) - Premium Performance Thermal Paste for All Processors (CPU, GPU - PC), Very high Thermal Conductivity, Long Durability, Safe Application, Non-Conductive\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"ARCTIC P12 PWM PST (5 Pack) - 120 mm Case Fan, PWM Sharing Technology (PST), Pressure-optimised, Quiet Motor, Computer, 200-1800 RPM - Black\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Noctua NF-P12 redux-1700 PWM, High Performance Cooling Fan, 4-Pin, 1700 RPM (120mm, Grey)\", \"asin\": \"\", \"price\": \"$15.95\", \"quantity\": \"\"},\n {\"title\": \"Noctua NF-A14 PWM chromax.Black.swap, Premium Quiet Fan, 4-Pin (140mm, Black)\", \"asin\": \"\", \"price\": \"$26.95\", \"quantity\": \"\"},\n {\"title\": \"Noctua NF-F12 iPPC 3000 PWM, Heavy Duty Cooling Fan, 4-Pin, 3000 RPM (120mm, Black)\", \"asin\": \"\", \"price\": \"$27.95\", \"quantity\": \"\"},\n {\"title\": \"Noctua NF-A14 PWM, Premium Quiet Fan, 4-Pin (140mm, Brown)\", \"asin\": \"\", \"price\": \"$23.95\", \"quantity\": \"\"},\n {\"title\": \"Noctua NF-A14 iPPC-3000 PWM, Heavy Duty Cooling Fan, 4-Pin, 3000 RPM (140mm, Black)\", \"asin\": \"\", \"price\": \"$29.95\", \"quantity\": \"\"},\n {\"title\": \"Noctua NF-A14x25 G2 PWM, Premium-Quality Quiet 140mm PC Fan, 4-pin (Brown)\", \"asin\": \"\", \"price\": \"$39.90\", \"quantity\": \"\"},\n {\"title\": \"Noctua NF-F12 PWM chromax.Black.swap, Premium Quiet Fan, 4-Pin (120mm, Black)\", \"asin\": \"\", \"price\": \"$24.75\", \"quantity\": \"\"},\n {\"title\": \"Noctua NF-A14x25 G2 PWM Sx2-PP, Dual Fan Set for Push-Pull and Side-by-Side Applications (Brown)\", \"asin\": \"\", \"price\": \"$76.90\", \"quantity\": \"\"},\n {\"title\": \"Noctua NH-D15, Premium CPU Cooler with 2X NF-A15 PWM 140mm Fans (Brown)\", \"asin\": \"\", \"price\": \"$109.95\", \"quantity\": \"\"},\n {\"title\": \"Noctua NF-A12x15 PWM chromax.Black.swap, Premium Quiet Slim Fan, 4-Pin (120x15mm, Black)\", \"asin\": \"\", \"price\": \"$26.95\", \"quantity\": \"\"},\n {\"title\": \"Noctua NH-D15 G2, Dual Tower CPU Cooler, Standard All-Round Version Recommended for AMD AM5 and Intel LGA1851 / LGA1700 (Brown)\", \"asin\": \"\", \"price\": \"$149.95\", \"quantity\": \"\"},\n {\"title\": \"Noctua NA-SEC1, 4-Pin Extension Cables (30cm, Black)\", \"asin\": \"\", \"price\": \"$9.95\", \"quantity\": \"\"},\n {\"title\": \"ASUS ROG Ryujin III 360 All-in-one Liquid CPU Cooler with 360mm Radiator. Asetek 8th gen Pump, 3X Noctua industrialPPC 120mm Fans, 3.5\\u201d Color LCD\", \"asin\": \"\", \"price\": \"$257.99\", \"quantity\": \"\"},\n {\"title\": \"Crucial T500 2TB Gen4 NVMe M.2 Internal Gaming SSD, Up to 7400MB/s, Laptop & Desktop Compatible + 1mo Adobe CC All Apps - CT2000T500SSD8\", \"asin\": \"\", \"price\": \"$129.99\", \"quantity\": \"\"},\n {\"title\": \"Sabrent USB 3.2 Type-C Tool-Free Enclosure for M.2 PCIe NVMe and SATA SSDs (EC-SNVE)\", \"asin\": \"\", \"price\": \"$23.95\", \"quantity\": \"\"},\n {\"title\": \"SSK M.2 NVME SATA SSD Enclosure Adapter, USB 3.2 Gen 2 (10 Gbps) to NVME PCI-E SATA M-Key/(B+M) Key Solid State Drive External Enclosure Aluminum Support UASP Trim for SSDs 2242/2260/2280\", \"asin\": \"\", \"price\": \"$15.96\", \"quantity\": \"\"},\n {\"title\": \"Crucial T705 1TB PCIe Gen5 NVMe M.2 SSD - Up to 13,600 MB/s - Game Ready - Internal Solid State Drive (PC) - +1mo Adobe CC - CT1000T705SSD3\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"SAMSUNG 970 EVO Plus SSD 2TB - M.2 NVMe Interface Internal Solid State Drive with V-NAND Technology (MZ-V7S2T0B/AM)\", \"asin\": \"\", \"price\": \"$178.90\", \"quantity\": \"\"},\n {\"title\": \"Predator M.2 SSD 2TB GM7000 with DRAM Cache NVMe 1.4 2280 PCIe Gen4\\u00d74 Ultra high Speed (Maximum Read: 7400MB/s, max Write: 6700MB/s) 3D NAND TLC Internal SSD Compatible with PS5 Pro - BL.9BWWR.106\", \"asin\": \"\", \"price\": \"$125.99\", \"quantity\": \"\"},\n {\"title\": \"Lexar 2TB NM790 SSD PCIe Gen4 NVMe M.2 2280 Internal Solid State Drive, Up to 7400/6500 MB/s Read/Write, Compatible with PS5, for Gamers and Creators, Black (LNM790X002T-RNNNU)\", \"asin\": \"\", \"price\": \"$124.99\", \"quantity\": \"\"},\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\", \"asin\": \"\", \"price\": \"$114.99\", \"quantity\": \"\"},\n {\"title\": \"MSI MAG X870 Tomahawk WiFi Gaming Motherboard (AMD Ryzen 9000/8000/7000 Series Processors, AM5, DDR5, PCIe 5.0, M.2 Gen5, SATA 6Gb/s, USB 40Gbps, HDMI/DP, Wi-Fi 7, Bluetooth 5.4, 5Gbps LAN, ATX)\", \"asin\": \"\", \"price\": \"$283.85\", \"quantity\": \"\"},\n {\"title\": \"AMD Ryzen\\u2122 9 9950X 16-Core, 32-Thread Unlocked Desktop Processor\", \"asin\": \"\", \"price\": \"$548.88\", \"quantity\": \"\"},\n {\"title\": \"ORICO 2TB NVMe SSD PCIe 4.0- Up to 7000MB/s, M.2 SSD 2280 PCIe 4.0X4 Internal Solid State Drive SSD, Fast Heat Dissipation, Compatible with macOS Windows for Gamers and Creators-O7000 (2TB)\", \"asin\": \"\", \"price\": \"$109.99\", \"quantity\": \"\"},\n {\"title\": \"CORSAIR VENGEANCE RGB DDR5 RAM 32GB (2x16GB) 6000MHz CL36-44-44-96 1.35V Intel XMP Desktop Computer Memory - Black (CMH32GX5M2E6000C36)\", \"asin\": \"\", \"price\": \"$92.99\", \"quantity\": \"\"},\n {\"title\": \"ASUS ROG Strix X870-A Gaming WiFi AMD AM5 X870 ATX Motherboard 16+2+2 Power Stages, Dynamic OC Switcher, Core Flex, DDR5 AEMP, WiFi 7, 4X M.2, PCIe\\u00ae 5.0, Q-Release Slim, USB4\\u00ae, AI OCing & Networking\", \"asin\": \"\", \"price\": \"$276.00\", \"quantity\": \"\"},\n {\"title\": \"Silicon Power 2TB NVMe M.2 PCIe Gen3x4 2280 SSD Solid State Drive (SP002TBP34A60M28)\", \"asin\": \"\", \"price\": \"$97.97\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:19:31.772Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T02:19:31.772Z
click
cart_side_bar
rule
2025-04-08T02:19:31.772Z
train
1,268
2025-04-08T02:19:31.772Z
click
cart_side_bar
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", 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"product_option"} {"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"} {"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"} <|memory_end|> <|action_start|> <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)", "asin": "B0F1RKXGXZ", "price": "$229.99", "quantity": "1"}, {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$315.08", "quantity": "1"}, {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "promotion_items": [ {"title": "Addlink D60 960GB M.2 2280 High Endurance Enterprise NAS Internal SSD for Business Server Data Center, PCIe Gen4X4 NVMe 1.4 3D eTLC, Up to 6,000 MB/s, Durability of up to 1,900 TBW (ad960GBD60M2P)", "asin": "B0D9NCT27K", "price": "$139.44", "quantity": ""}, {"title": "POWIN PPG-42G1 PCIE GEN4x4 NVMe 512GB SSD M.2 2280, Internal Solid State Drive, Speeds Up to 6,400MB/s, Upgrade Storage for PC Computer, Laptop, Game Console, Gaming Computer, Esports Gaming PC", "asin": "B0CZ7JD3NR", "price": "$50.96", "quantity": ""}, {"title": "Scotch Performance Masking Tape 233+ 26340, 48 mm x 55 m, 12 rolls per case", "asin": "B0000AY238", "price": "$122.99", "quantity": ""}, {"title": "ACASIS 40Gbps M.2 NVMe SSD Enclosure with Cooling Fan, Tool Free Installation, TBU 401 Pro for M1 M2 Pro/Max, Compatible with USB4/3.2/3.1/3.0/2.0, Support SSD Size 2280 B+M M-Key (SSD Not Include)", "asin": "B0CSFFMQWF", "price": "$93.49", "quantity": ""}, {"title": "Noctua NF-A12x25 PWM chromax.Black.swap, Premium Quiet Fan, 4-Pin (120mm, Black)", "asin": "B09C6DQDNT", "price": "$34.95", "quantity": ""}, {"title": "PCCOOLER CPS RZ820 CPU Cooler, 290W Dual Tower CPU Air Cooler, 8 HeatPipes CPU Cooling CPU Fan System with Three Modes PWM Silent Fans, Air Cooler for Intel LGA 1851/1700/1200/115X/20XX,AMD AM4/AM5,BK", "asin": "B07NW8KWKW", "price": "$129.99", "quantity": ""}, {"title": "OLOy DDR5 RAM 64GB (2x32GB) Black Hairline Blade RGB 6000 MHz CL32 1.35V Gaming UDIMM (MD5U3260320BRKDA)", "asin": "B0DQ14HW79", "price": "", "quantity": ""}, {"title": "OLOy DDR5 RAM 48GB (2x24GB) Black Hairline Blade RGB 6800 MHz CL34 1.35V Gaming UDIMM for Intel (MD5U2468346IRKDA)", "asin": "B0D86P9JKH", "price": "", "quantity": ""}, {"title": "SABRENT Rocket 4 2TB PCIe 4.0 NVMe SSD \u2013 7400MB/s Read, 6400MB/s Write, Gen4 SSD for Desktops, Laptops, and PS5, High-Speed Performance with Low Heat, for Gaming and System Builders (SB-RKT4L-2TB)", "asin": "B0CZJX3XFP", "price": "", "quantity": ""}, {"title": "NZXT Internal USB Hub 3 - AC-IUSBH-M3 - 4 Internal USB 2.0 Ports - 3M Dual Lock Tapes - Magnetic Body - Plug and Play", "asin": "", "price": "$27.06", "quantity": ""}, {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "", "price": "$169.99", "quantity": ""}, {"title": "ARCTIC MX-6 (4 g, incl. 6 MX Cleaner) - Ultimate Performance Thermal Paste for CPU, Consoles, Graphics Cards, laptops, Very high Thermal Conductivity, Long Durability, Non-Conductive", "asin": "", "price": "$12.79", "quantity": ""}, {"title": "iFixit Portable Anti-Static Mat - ESD Pad, Wrist Strap, Grounding Cord for Electronics Repair", "asin": "", "price": "$29.95", "quantity": ""}, {"title": "Corsair TM30 Performance Thermal Paste | Ultra-Low Thermal Impedance CPU/GPU | 3 Grams|w/applicator, silver for Desktop", "asin": "", "price": "$7.88", "quantity": ""}, {"title": "JOREST 38Pcs Small Precision Screwdriver Set (S2 Steel), Magnetic Screwdriver Set with Torx T5 T6 T8, Mini Repair Tool Kit for Macbook, Computer, Laptop, iPhone, PS4 PS5, Xbox, Switch, Glasses, Watch", "asin": "", "price": "$10.99", "quantity": ""}, {"title": "Cooler Master Hyper 212 Black CPU Air Cooler, SickleFlow 120 Edge PWM Fan, Aluminum Top Cover, 4 Copper Heat Pipes, 152mm Tall, AMD Ryzen AM5/AM4, Intel LGA 1851/1700/1200 Brackets", "asin": "", "price": "$29.49", "quantity": ""}, {"title": "WD_BLACK 2TB SN850X NVMe Internal Gaming SSD Solid State Drive - Gen4 PCIe, M.2 2280, Up to 7,300 MB/s - WDS200T2X0E", "asin": "", "price": "", "quantity": ""}, {"title": "Anti-Static Mat ESD Safe for Electronic Includes ESD Wristband and Grounding Wire, HPFIX Silicone Soldering Repair Mat 932\u00b0F Heat Resistant for iPhone iPad iMac, Laptop, Computer, 15.9\u201d x 12\u201d Grey", "asin": "", "price": "", "quantity": ""}, {"title": "Intel\u00ae CoreTM i9-14900K New Gaming Desktop Processor 24 (8 P-cores + 16 E-cores) with Integrated Graphics - Unlocked", "asin": "", "price": "", "quantity": ""}, {"title": "CORSAIR VENGEANCE RGB DDR5 RAM 64GB (2x32GB) 6000MHz CL30 Intel XMP iCUE Compatible Computer Memory - Black (CMH64GX5M2B6000C30)", "asin": "", "price": "", "quantity": ""}, {"title": "AMD Ryzen\u2122 7 9700X 8-Core, 16-Thread Unlocked Desktop Processor", "asin": "", "price": "", "quantity": ""}, {"title": "CORSAIR Vengeance DDR5 RAM 32GB (2x16GB) 6000MHz CL30-36-36-76 1.40V Intel XMP Desktop Computer Memory - Black (CMK32GX5M2B6000C30)", "asin": "", "price": "", "quantity": ""}, {"title": "ARCTIC MX-4 (4 g) - Premium Performance Thermal Paste for All Processors (CPU, GPU - PC), Very high Thermal Conductivity, Long Durability, Safe Application, Non-Conductive", "asin": "", "price": "", "quantity": ""}, {"title": "ARCTIC P12 PWM PST (5 Pack) - 120 mm Case Fan, PWM Sharing Technology (PST), Pressure-optimised, Quiet Motor, Computer, 200-1800 RPM - Black", "asin": "", "price": "$34.99", "quantity": ""}, {"title": "Noctua NF-P12 redux-1700 PWM, High Performance Cooling Fan, 4-Pin, 1700 RPM (120mm, Grey)", "asin": "", "price": "$15.95", "quantity": ""}, {"title": "Noctua NF-A14 PWM chromax.Black.swap, Premium Quiet Fan, 4-Pin (140mm, Black)", "asin": "", "price": "$26.95", "quantity": ""}, {"title": "Noctua NF-F12 iPPC 3000 PWM, Heavy Duty Cooling Fan, 4-Pin, 3000 RPM (120mm, Black)", "asin": "", "price": "$27.95", "quantity": ""}, {"title": "Noctua NF-A14 PWM, Premium Quiet Fan, 4-Pin (140mm, Brown)", "asin": "", "price": "$23.95", "quantity": ""}, {"title": "Noctua NF-A14 iPPC-3000 PWM, Heavy Duty Cooling Fan, 4-Pin, 3000 RPM (140mm, Black)", "asin": "", "price": "$29.95", "quantity": ""}, {"title": "Noctua NF-A14x25 G2 PWM, Premium-Quality Quiet 140mm PC Fan, 4-pin (Brown)", "asin": "", "price": "$39.90", "quantity": ""}, {"title": "Noctua NF-F12 PWM chromax.Black.swap, Premium Quiet Fan, 4-Pin (120mm, Black)", "asin": "", "price": "$24.75", "quantity": ""}, {"title": "Noctua NF-A14x25 G2 PWM Sx2-PP, Dual Fan Set for Push-Pull and Side-by-Side Applications (Brown)", "asin": "", "price": "$76.90", "quantity": ""}, {"title": "Noctua NH-D15, Premium CPU Cooler with 2X NF-A15 PWM 140mm Fans (Brown)", "asin": "", "price": "$109.95", "quantity": ""}, {"title": "Noctua NF-A12x15 PWM chromax.Black.swap, Premium Quiet Slim Fan, 4-Pin (120x15mm, Black)", "asin": "", "price": "$26.95", "quantity": ""}, {"title": "Noctua NH-D15 G2, Dual Tower CPU Cooler, Standard All-Round Version Recommended for AMD AM5 and Intel LGA1851 / LGA1700 (Brown)", "asin": "", "price": "$149.95", "quantity": ""}, {"title": "Noctua NA-SEC1, 4-Pin Extension Cables (30cm, Black)", "asin": "", "price": "$9.95", "quantity": ""}, {"title": "ASUS ROG Ryujin III 360 All-in-one Liquid CPU Cooler with 360mm Radiator. Asetek 8th gen Pump, 3X Noctua industrialPPC 120mm Fans, 3.5\u201d Color LCD", "asin": "", "price": "$257.99", "quantity": ""}, {"title": "Crucial T500 2TB Gen4 NVMe M.2 Internal Gaming SSD, Up to 7400MB/s, Laptop & Desktop Compatible + 1mo Adobe CC All Apps - CT2000T500SSD8", "asin": "", "price": "$129.99", "quantity": ""}, {"title": "Sabrent USB 3.2 Type-C Tool-Free Enclosure for M.2 PCIe NVMe and SATA SSDs (EC-SNVE)", "asin": "", "price": "$23.95", "quantity": ""}, {"title": "SSK M.2 NVME SATA SSD Enclosure Adapter, USB 3.2 Gen 2 (10 Gbps) to NVME PCI-E SATA M-Key/(B+M) Key Solid State Drive External Enclosure Aluminum Support UASP Trim for SSDs 2242/2260/2280", "asin": "", "price": "$15.96", "quantity": ""}, {"title": "Crucial T705 1TB PCIe Gen5 NVMe M.2 SSD - Up to 13,600 MB/s - Game Ready - Internal Solid State Drive (PC) - +1mo Adobe CC - CT1000T705SSD3", "asin": "", "quantity": ""}, {"title": "SAMSUNG 970 EVO Plus SSD 2TB - M.2 NVMe Interface Internal Solid State Drive with V-NAND Technology (MZ-V7S2T0B/AM)", "asin": "", "price": "$178.90", "quantity": ""}, {"title": "Predator M.2 SSD 2TB GM7000 with DRAM Cache NVMe 1.4 2280 PCIe Gen4\u00d74 Ultra high Speed (Maximum Read: 7400MB/s, max Write: 6700MB/s) 3D NAND TLC Internal SSD Compatible with PS5 Pro - BL.9BWWR.106", "asin": "", "price": "$125.99", "quantity": ""}, {"title": "Lexar 2TB NM790 SSD PCIe Gen4 NVMe M.2 2280 Internal Solid State Drive, Up to 7400/6500 MB/s Read/Write, Compatible with PS5, for Gamers and Creators, Black (LNM790X002T-RNNNU)", "asin": "", "price": "$124.99", "quantity": ""}, {"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)", "asin": "", "price": "$114.99", "quantity": ""}, {"title": "MSI MAG X870 Tomahawk WiFi Gaming Motherboard (AMD Ryzen 9000/8000/7000 Series Processors, AM5, DDR5, PCIe 5.0, M.2 Gen5, SATA 6Gb/s, USB 40Gbps, HDMI/DP, Wi-Fi 7, Bluetooth 5.4, 5Gbps LAN, ATX)", "asin": "", "price": "$283.85", "quantity": ""}, {"title": "AMD Ryzen\u2122 9 9950X 16-Core, 32-Thread Unlocked Desktop Processor", "asin": "", "price": "$548.88", "quantity": ""}, {"title": "ORICO 2TB NVMe SSD PCIe 4.0- Up to 7000MB/s, M.2 SSD 2280 PCIe 4.0X4 Internal Solid State Drive SSD, Fast Heat Dissipation, Compatible with macOS Windows for Gamers and Creators-O7000 (2TB)", "asin": "", "price": "$109.99", "quantity": ""}, {"title": "CORSAIR VENGEANCE RGB DDR5 RAM 32GB (2x16GB) 6000MHz CL36-44-44-96 1.35V Intel XMP Desktop Computer Memory - Black (CMH32GX5M2E6000C36)", "asin": "", "price": "$92.99", "quantity": ""}, {"title": "ASUS ROG Strix X870-A Gaming WiFi AMD AM5 X870 ATX Motherboard 16+2+2 Power Stages, Dynamic OC Switcher, Core Flex, DDR5 AEMP, WiFi 7, 4X M.2, PCIe\u00ae 5.0, Q-Release Slim, USB4\u00ae, AI OCing & Networking", "asin": "", "price": "$276.00", "quantity": ""}, {"title": "Silicon Power 2TB NVMe M.2 PCIe Gen3x4 2280 SSD Solid State Drive (SP002TBP34A60M28)", "asin": "", "price": "$97.97", "quantity": ""} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-08T02:19:31.772Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>", "index": 1268, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": 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\"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Addlink D60 960GB M.2 2280 High Endurance Enterprise NAS Internal SSD for Business Server Data Center, PCIe Gen4X4 NVMe 1.4 3D eTLC, Up to 6,000 MB/s, Durability of up to 1,900 TBW (ad960GBD60M2P)\", \"asin\": \"B0D9NCT27K\", \"price\": \"$139.44\", \"quantity\": \"\"},\n {\"title\": \"POWIN PPG-42G1 PCIE GEN4x4 NVMe 512GB SSD M.2 2280, Internal Solid State Drive, Speeds Up to 6,400MB/s, Upgrade Storage for PC Computer, Laptop, Game Console, Gaming Computer, Esports Gaming PC\", \"asin\": \"B0CZ7JD3NR\", \"price\": \"$50.96\", \"quantity\": \"\"},\n {\"title\": \"Scotch Performance Masking Tape 233+ 26340, 48 mm x 55 m, 12 rolls per case\", \"asin\": \"B0000AY238\", \"price\": \"$122.99\", \"quantity\": \"\"},\n {\"title\": \"ACASIS 40Gbps M.2 NVMe SSD Enclosure with Cooling Fan, Tool Free Installation, TBU 401 Pro for M1 M2 Pro/Max, Compatible with USB4/3.2/3.1/3.0/2.0, Support SSD Size 2280 B+M M-Key (SSD Not Include)\", \"asin\": \"B0CSFFMQWF\", \"price\": \"$93.49\", \"quantity\": \"\"},\n {\"title\": \"Noctua NF-A12x25 PWM chromax.Black.swap, Premium Quiet Fan, 4-Pin (120mm, Black)\", \"asin\": \"B09C6DQDNT\", \"price\": \"$34.95\", \"quantity\": \"\"},\n {\"title\": \"PCCOOLER CPS RZ820 CPU Cooler, 290W Dual Tower CPU Air Cooler, 8 HeatPipes CPU Cooling CPU Fan System with Three Modes PWM Silent Fans, Air Cooler for Intel LGA 1851/1700/1200/115X/20XX,AMD AM4/AM5,BK\", \"asin\": \"B07NW8KWKW\", \"price\": \"$129.99\", \"quantity\": \"\"},\n {\"title\": \"OLOy DDR5 RAM 64GB (2x32GB) Black Hairline Blade RGB 6000 MHz CL32 1.35V Gaming UDIMM (MD5U3260320BRKDA)\", \"asin\": \"B0DQ14HW79\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"OLOy DDR5 RAM 48GB (2x24GB) Black Hairline Blade RGB 6800 MHz CL34 1.35V Gaming UDIMM for Intel (MD5U2468346IRKDA)\", \"asin\": \"B0D86P9JKH\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"SABRENT Rocket 4 2TB PCIe 4.0 NVMe SSD \\u2013 7400MB/s Read, 6400MB/s Write, Gen4 SSD for Desktops, Laptops, and PS5, High-Speed Performance with Low Heat, for Gaming and System Builders (SB-RKT4L-2TB)\", \"asin\": \"B0CZJX3XFP\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"NZXT Internal USB Hub 3 - AC-IUSBH-M3 - 4 Internal USB 2.0 Ports - 3M Dual Lock Tapes - Magnetic Body - Plug and Play\", \"asin\": \"\", \"price\": \"$27.06\", \"quantity\": \"\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"\", \"price\": \"$169.99\", \"quantity\": \"\"},\n {\"title\": \"ARCTIC MX-6 (4 g, incl. 6 MX Cleaner) - Ultimate Performance Thermal Paste for CPU, Consoles, Graphics Cards, laptops, Very high Thermal Conductivity, Long Durability, Non-Conductive\", \"asin\": \"\", \"price\": \"$12.79\", \"quantity\": \"\"},\n {\"title\": \"iFixit Portable Anti-Static Mat - ESD Pad, Wrist Strap, Grounding Cord for Electronics Repair\", \"asin\": \"\", \"price\": \"$29.95\", \"quantity\": \"\"},\n {\"title\": \"Corsair TM30 Performance Thermal Paste | Ultra-Low Thermal Impedance CPU/GPU | 3 Grams|w/applicator, silver for Desktop\", \"asin\": \"\", \"price\": \"$7.88\", \"quantity\": \"\"},\n {\"title\": \"JOREST 38Pcs Small Precision Screwdriver Set (S2 Steel), Magnetic Screwdriver Set with Torx T5 T6 T8, Mini Repair Tool Kit for Macbook, Computer, Laptop, iPhone, PS4 PS5, Xbox, Switch, Glasses, Watch\", \"asin\": \"\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"Cooler Master Hyper 212 Black CPU Air Cooler, SickleFlow 120 Edge PWM Fan, Aluminum Top Cover, 4 Copper Heat Pipes, 152mm Tall, AMD Ryzen AM5/AM4, Intel LGA 1851/1700/1200 Brackets\", \"asin\": \"\", \"price\": \"$29.49\", \"quantity\": \"\"},\n {\"title\": \"WD_BLACK 2TB SN850X NVMe Internal Gaming SSD Solid State Drive - Gen4 PCIe, M.2 2280, Up to 7,300 MB/s - WDS200T2X0E\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Anti-Static Mat ESD Safe for Electronic Includes ESD Wristband and Grounding Wire, HPFIX Silicone Soldering Repair Mat 932\\u00b0F Heat Resistant for iPhone iPad iMac, Laptop, Computer, 15.9\\u201d x 12\\u201d Grey\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Intel\\u00ae CoreTM i9-14900K New Gaming Desktop Processor 24 (8 P-cores + 16 E-cores) with Integrated Graphics - Unlocked\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"CORSAIR VENGEANCE RGB DDR5 RAM 64GB (2x32GB) 6000MHz CL30 Intel XMP iCUE Compatible Computer Memory - Black (CMH64GX5M2B6000C30)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"AMD Ryzen\\u2122 7 9700X 8-Core, 16-Thread Unlocked Desktop Processor\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"CORSAIR Vengeance DDR5 RAM 32GB (2x16GB) 6000MHz CL30-36-36-76 1.40V Intel XMP Desktop Computer Memory - Black (CMK32GX5M2B6000C30)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"ARCTIC MX-4 (4 g) - Premium Performance Thermal Paste for All Processors (CPU, GPU - PC), Very high Thermal Conductivity, Long Durability, Safe Application, Non-Conductive\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"ARCTIC P12 PWM PST (5 Pack) - 120 mm Case Fan, PWM Sharing Technology (PST), Pressure-optimised, Quiet Motor, Computer, 200-1800 RPM - Black\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Noctua NF-P12 redux-1700 PWM, High Performance Cooling Fan, 4-Pin, 1700 RPM (120mm, Grey)\", \"asin\": \"\", \"price\": \"$15.95\", \"quantity\": \"\"},\n {\"title\": \"Noctua NF-A14 PWM chromax.Black.swap, Premium Quiet Fan, 4-Pin (140mm, Black)\", \"asin\": \"\", \"price\": \"$26.95\", \"quantity\": \"\"},\n {\"title\": \"Noctua NF-F12 iPPC 3000 PWM, Heavy Duty Cooling Fan, 4-Pin, 3000 RPM (120mm, Black)\", \"asin\": \"\", \"price\": \"$27.95\", \"quantity\": \"\"},\n {\"title\": \"Noctua NF-A14 PWM, Premium Quiet Fan, 4-Pin (140mm, Brown)\", \"asin\": \"\", \"price\": \"$23.95\", \"quantity\": \"\"},\n {\"title\": \"Noctua NF-A14 iPPC-3000 PWM, Heavy Duty Cooling Fan, 4-Pin, 3000 RPM (140mm, Black)\", \"asin\": \"\", \"price\": \"$29.95\", \"quantity\": \"\"},\n {\"title\": \"Noctua NF-A14x25 G2 PWM, Premium-Quality Quiet 140mm PC Fan, 4-pin (Brown)\", \"asin\": \"\", \"price\": \"$39.90\", \"quantity\": \"\"},\n {\"title\": \"Noctua NF-F12 PWM chromax.Black.swap, Premium Quiet Fan, 4-Pin (120mm, Black)\", \"asin\": \"\", \"price\": \"$24.75\", \"quantity\": \"\"},\n {\"title\": \"Noctua NF-A14x25 G2 PWM Sx2-PP, Dual Fan Set for Push-Pull and Side-by-Side Applications (Brown)\", \"asin\": \"\", \"price\": \"$76.90\", \"quantity\": \"\"},\n {\"title\": \"Noctua NH-D15, Premium CPU Cooler with 2X NF-A15 PWM 140mm Fans (Brown)\", \"asin\": \"\", \"price\": \"$109.95\", \"quantity\": \"\"},\n {\"title\": \"Noctua NF-A12x15 PWM chromax.Black.swap, Premium Quiet Slim Fan, 4-Pin (120x15mm, Black)\", \"asin\": \"\", \"price\": \"$26.95\", \"quantity\": \"\"},\n {\"title\": \"Noctua NH-D15 G2, Dual Tower CPU Cooler, Standard All-Round Version Recommended for AMD AM5 and Intel LGA1851 / LGA1700 (Brown)\", \"asin\": \"\", \"price\": \"$149.95\", \"quantity\": \"\"},\n {\"title\": \"Noctua NA-SEC1, 4-Pin Extension Cables (30cm, Black)\", \"asin\": \"\", \"price\": \"$9.95\", \"quantity\": \"\"},\n {\"title\": \"ASUS ROG Ryujin III 360 All-in-one Liquid CPU Cooler with 360mm Radiator. Asetek 8th gen Pump, 3X Noctua industrialPPC 120mm Fans, 3.5\\u201d Color LCD\", \"asin\": \"\", \"price\": \"$257.99\", \"quantity\": \"\"},\n {\"title\": \"Crucial T500 2TB Gen4 NVMe M.2 Internal Gaming SSD, Up to 7400MB/s, Laptop & Desktop Compatible + 1mo Adobe CC All Apps - CT2000T500SSD8\", \"asin\": \"\", \"price\": \"$129.99\", \"quantity\": \"\"},\n {\"title\": \"Sabrent USB 3.2 Type-C Tool-Free Enclosure for M.2 PCIe NVMe and SATA SSDs (EC-SNVE)\", \"asin\": \"\", \"price\": \"$23.95\", \"quantity\": \"\"},\n {\"title\": \"SSK M.2 NVME SATA SSD Enclosure Adapter, USB 3.2 Gen 2 (10 Gbps) to NVME PCI-E SATA M-Key/(B+M) Key Solid State Drive External Enclosure Aluminum Support UASP Trim for SSDs 2242/2260/2280\", \"asin\": \"\", \"price\": \"$15.96\", \"quantity\": \"\"},\n {\"title\": \"Crucial T705 1TB PCIe Gen5 NVMe M.2 SSD - Up to 13,600 MB/s - Game Ready - Internal Solid State Drive (PC) - +1mo Adobe CC - CT1000T705SSD3\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"SAMSUNG 970 EVO Plus SSD 2TB - M.2 NVMe Interface Internal Solid State Drive with V-NAND Technology (MZ-V7S2T0B/AM)\", \"asin\": \"\", \"price\": \"$178.90\", \"quantity\": \"\"},\n {\"title\": \"Predator M.2 SSD 2TB GM7000 with DRAM Cache NVMe 1.4 2280 PCIe Gen4\\u00d74 Ultra high Speed (Maximum Read: 7400MB/s, max Write: 6700MB/s) 3D NAND TLC Internal SSD Compatible with PS5 Pro - BL.9BWWR.106\", \"asin\": \"\", \"price\": \"$125.99\", \"quantity\": \"\"},\n {\"title\": \"Lexar 2TB NM790 SSD PCIe Gen4 NVMe M.2 2280 Internal Solid State Drive, Up to 7400/6500 MB/s Read/Write, Compatible with PS5, for Gamers and Creators, Black (LNM790X002T-RNNNU)\", \"asin\": \"\", \"price\": \"$124.99\", \"quantity\": \"\"},\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\", \"asin\": \"\", \"price\": \"$114.99\", \"quantity\": \"\"},\n {\"title\": \"MSI MAG X870 Tomahawk WiFi Gaming Motherboard (AMD Ryzen 9000/8000/7000 Series Processors, AM5, DDR5, PCIe 5.0, M.2 Gen5, SATA 6Gb/s, USB 40Gbps, HDMI/DP, Wi-Fi 7, Bluetooth 5.4, 5Gbps LAN, ATX)\", \"asin\": \"\", \"price\": \"$283.85\", \"quantity\": \"\"},\n {\"title\": \"AMD Ryzen\\u2122 9 9950X 16-Core, 32-Thread Unlocked Desktop Processor\", \"asin\": \"\", \"price\": \"$548.88\", \"quantity\": \"\"},\n {\"title\": \"ORICO 2TB NVMe SSD PCIe 4.0- Up to 7000MB/s, M.2 SSD 2280 PCIe 4.0X4 Internal Solid State Drive SSD, Fast Heat Dissipation, Compatible with macOS Windows for Gamers and Creators-O7000 (2TB)\", \"asin\": \"\", \"price\": \"$109.99\", \"quantity\": \"\"},\n {\"title\": \"CORSAIR VENGEANCE RGB DDR5 RAM 32GB (2x16GB) 6000MHz CL36-44-44-96 1.35V Intel XMP Desktop Computer Memory - Black (CMH32GX5M2E6000C36)\", \"asin\": \"\", \"price\": \"$92.99\", \"quantity\": \"\"},\n {\"title\": \"ASUS ROG Strix X870-A Gaming WiFi AMD AM5 X870 ATX Motherboard 16+2+2 Power Stages, Dynamic OC Switcher, Core Flex, DDR5 AEMP, WiFi 7, 4X M.2, PCIe\\u00ae 5.0, Q-Release Slim, USB4\\u00ae, AI OCing & Networking\", \"asin\": \"\", \"price\": \"$276.00\", \"quantity\": \"\"},\n {\"title\": \"Silicon Power 2TB NVMe M.2 PCIe Gen3x4 2280 SSD Solid State Drive (SP002TBP34A60M28)\", \"asin\": \"\", \"price\": \"$97.97\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:19:31.772Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DD2LKVMD\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\"\n},\n {\n \"price\": \"$149.99\"\n},\n {\n \"bullet_list\": \"Trident Z5 Royal Neo Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 Royal Neo, Model: F5-6000J2836G16GX2-TR5NS 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory Memory kits will boot at the SPD speed with default BIOS settings with compatible hardware. For memory kits with AMD EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"\n},\n {\n \"bullet_list\": \" Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of EXPO or rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. Usage in any manner inconsistent with manufacturer specifications, warnings, designs, or recommendations will result lower speeds, system instability, or damage to the system or its components. \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"DDR5-6000 28-36-36-96 1.40V\"\n},\n {\n \"Color\": \"Silver\"\n},\n {\n \"Size\": \"32GB (2x16GB)\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:19:45.713Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T02:19:45.713Z
click
other
rule
2025-04-08T02:19:45.713Z
train
1,269
2025-04-08T02:19:45.713Z
click
other
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", 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"product_option"} {"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"} {"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)", "asin": "B0F1RKXGXZ", "price": "$229.99", "quantity": "1"}, {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$315.08", "quantity": "1"}, {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DD2LKVMD" }, { "title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)" }, { "price": "$149.99" }, { "bullet_list": "Trident Z5 Royal Neo Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 Royal Neo, Model: F5-6000J2836G16GX2-TR5NS 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory Memory kits will boot at the SPD speed with default BIOS settings with compatible hardware. For memory kits with AMD EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used." }, { "bullet_list": " Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of EXPO or rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. Usage in any manner inconsistent with manufacturer specifications, warnings, designs, or recommendations will result lower speeds, system instability, or damage to the system or its components. " } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Style": "DDR5-6000 28-36-36-96 1.40V" }, { "Color": "Silver" }, { "Size": "32GB (2x16GB)" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-08T02:19:45.713Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 1269, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DD2LKVMD\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\"\n},\n {\n \"price\": \"$149.99\"\n},\n {\n \"bullet_list\": \"Trident Z5 Royal Neo Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 Royal Neo, Model: F5-6000J2836G16GX2-TR5NS 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory Memory kits will boot at the SPD speed with default BIOS settings with compatible hardware. For memory kits with AMD EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"\n},\n {\n \"bullet_list\": \" Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of EXPO or rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. Usage in any manner inconsistent with manufacturer specifications, warnings, designs, or recommendations will result lower speeds, system instability, or damage to the system or its components. \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"DDR5-6000 28-36-36-96 1.40V\"\n},\n {\n \"Color\": \"Silver\"\n},\n {\n \"Size\": \"32GB (2x16GB)\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:19:45.713Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BF8FVLSL\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"\n},\n {\n \"price\": \"$114.99\"\n},\n {\n \"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"\n},\n {\n \"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:18.394Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T02:21:18.394Z
click
review
rule
2025-04-08T02:21:18.394Z
train
1,270
2025-04-08T02:21:18.394Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", 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"product_option"} {"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"} {"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)", "asin": "B0F1RKXGXZ", "price": "$229.99", "quantity": "1"}, {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$315.08", "quantity": "1"}, {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0BF8FVLSL" }, { "title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)" }, { "price": "$114.99" }, { "bullet_list": "Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used." }, { "bullet_list": " G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. " } ], "product_quantity": [ { "quantity": "1" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-08T02:21:18.394Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1270, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BF8FVLSL\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"\n},\n {\n \"price\": \"$114.99\"\n},\n {\n \"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"\n},\n {\n \"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:18.394Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BF8FVLSL\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"\n},\n {\n \"price\": \"$114.99\"\n},\n {\n \"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"\n},\n {\n \"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:21.608Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T02:21:21.608Z
click
review
rule
2025-04-08T02:21:21.608Z
train
1,271
2025-04-08T02:21:21.608Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", 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"product_option"} {"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"} {"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)", "asin": "B0F1RKXGXZ", "price": "$229.99", "quantity": "1"}, {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$315.08", "quantity": "1"}, {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0BF8FVLSL" }, { "title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)" }, { "price": "$114.99" }, { "bullet_list": "Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used." }, { "bullet_list": " G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. " } ], "product_quantity": [ { "quantity": "1" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-08T02:21:21.608Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1271, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BF8FVLSL\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"\n},\n {\n \"price\": \"$114.99\"\n},\n {\n \"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"\n},\n {\n \"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:21.608Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BF8FVLSL\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"\n},\n {\n \"price\": \"$114.99\"\n},\n {\n \"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"\n},\n {\n \"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:25.275Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T02:21:25.275Z
click
review
rule
2025-04-08T02:21:25.275Z
train
1,272
2025-04-08T02:21:25.275Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": 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{"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:42.788Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:37:56.237Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-06T20:37:59.746Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"} {"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)", "asin": "B0F1RKXGXZ", "price": "$229.99", "quantity": "1"}, {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$315.08", "quantity": "1"}, {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0BF8FVLSL" }, { "title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)" }, { "price": "$114.99" }, { "bullet_list": "Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used." }, { "bullet_list": " G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. " } ], "product_quantity": [ { "quantity": "1" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-08T02:21:25.275Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1272, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": 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\"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": 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This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BF8FVLSL\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"\n},\n {\n \"price\": \"$114.99\"\n},\n {\n \"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"\n},\n {\n \"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:25.275Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BF8FVLSL\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"\n},\n {\n \"price\": \"$114.99\"\n},\n {\n \"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"\n},\n {\n \"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:26.191Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T02:21:26.191Z
click
review
rule
2025-04-08T02:21:26.191Z
train
1,273
2025-04-08T02:21:26.191Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": 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"action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", 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"action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", 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"other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:01.677Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:03.781Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:39.589Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:40.513Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:42.788Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:37:56.237Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-06T20:37:59.746Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"} {"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)", "asin": "B0F1RKXGXZ", "price": "$229.99", "quantity": "1"}, {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$315.08", "quantity": "1"}, {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0BF8FVLSL" }, { "title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)" }, { "price": "$114.99" }, { "bullet_list": "Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used." }, { "bullet_list": " G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. " } ], "product_quantity": [ { "quantity": "1" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-08T02:21:26.191Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1273, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": 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\"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": 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\"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": 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\"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": 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\"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BF8FVLSL\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"\n},\n {\n \"price\": \"$114.99\"\n},\n {\n \"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"\n},\n {\n \"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:26.191Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BF8FVLSL\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"\n},\n {\n \"price\": \"$114.99\"\n},\n {\n \"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"\n},\n {\n \"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:28.350Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T02:21:28.350Z
click
review
rule
2025-04-08T02:21:28.350Z
train
1,274
2025-04-08T02:21:28.350Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": 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"action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 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"2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:01.677Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:03.781Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:39.589Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:40.513Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:42.788Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:37:56.237Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-06T20:37:59.746Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"} {"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)", "asin": "B0F1RKXGXZ", "price": "$229.99", "quantity": "1"}, {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$315.08", "quantity": "1"}, {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0BF8FVLSL" }, { "title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)" }, { "price": "$114.99" }, { "bullet_list": "Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used." }, { "bullet_list": " G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. " } ], "product_quantity": [ { "quantity": "1" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-08T02:21:28.350Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1274, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", 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\"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BF8FVLSL\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"\n},\n {\n \"price\": \"$114.99\"\n},\n {\n \"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"\n},\n {\n \"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:28.350Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BF8FVLSL\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"\n},\n {\n \"price\": \"$114.99\"\n},\n {\n \"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"\n},\n {\n \"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:29.933Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T02:21:29.933Z
click
review
rule
2025-04-08T02:21:29.933Z
train
1,275
2025-04-08T02:21:29.933Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": 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"action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:01.677Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:03.781Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:39.589Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:40.513Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:42.788Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:37:56.237Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-06T20:37:59.746Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"} {"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)", "asin": "B0F1RKXGXZ", "price": "$229.99", "quantity": "1"}, {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$315.08", "quantity": "1"}, {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0BF8FVLSL" }, { "title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)" }, { "price": "$114.99" }, { "bullet_list": "Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used." }, { "bullet_list": " G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. " } ], "product_quantity": [ { "quantity": "1" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-08T02:21:29.933Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1275, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", 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\"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BF8FVLSL\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"\n},\n {\n \"price\": \"$114.99\"\n},\n {\n \"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"\n},\n {\n \"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:29.933Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": 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This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BF8FVLSL\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"\n},\n {\n \"price\": \"$114.99\"\n},\n {\n \"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"\n},\n {\n \"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:30.443Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T02:21:30.443Z
click
review
rule
2025-04-08T02:21:30.443Z
train
1,276
2025-04-08T02:21:30.443Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:01.677Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:03.781Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:39.589Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:40.513Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:42.788Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:37:56.237Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-06T20:37:59.746Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"} {"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)", "asin": "B0F1RKXGXZ", "price": "$229.99", "quantity": "1"}, {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$315.08", "quantity": "1"}, {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0BF8FVLSL" }, { "title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)" }, { "price": "$114.99" }, { "bullet_list": "Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used." }, { "bullet_list": " G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. " } ], "product_quantity": [ { "quantity": "1" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-08T02:21:30.443Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1276, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", 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\"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BF8FVLSL\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"\n},\n {\n \"price\": \"$114.99\"\n},\n {\n \"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"\n},\n {\n \"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:30.443Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", 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\"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BF8FVLSL\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"\n},\n {\n \"price\": \"$114.99\"\n},\n {\n \"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"\n},\n {\n \"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:31.927Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T02:21:31.927Z
click
review
rule
2025-04-08T02:21:31.927Z
train
1,277
2025-04-08T02:21:31.927Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:01.677Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:03.781Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:39.589Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:40.513Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:42.788Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:37:56.237Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-06T20:37:59.746Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"} {"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)", "asin": "B0F1RKXGXZ", "price": "$229.99", "quantity": "1"}, {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$315.08", "quantity": "1"}, {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0BF8FVLSL" }, { "title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)" }, { "price": "$114.99" }, { "bullet_list": "Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used." }, { "bullet_list": " G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. " } ], "product_quantity": [ { "quantity": "1" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-08T02:21:31.927Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1277, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BF8FVLSL\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"\n},\n {\n \"price\": \"$114.99\"\n},\n {\n \"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"\n},\n {\n \"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:31.927Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": 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\"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BF8FVLSL\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"\n},\n {\n \"price\": \"$114.99\"\n},\n {\n \"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"\n},\n {\n \"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:33.683Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T02:21:33.683Z
click
review
rule
2025-04-08T02:21:33.683Z
train
1,278
2025-04-08T02:21:33.683Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 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{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)", "asin": "B0F1RKXGXZ", "price": "$229.99", "quantity": "1"}, {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$315.08", "quantity": "1"}, {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0BF8FVLSL" }, { "title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)" }, { "price": "$114.99" }, { "bullet_list": "Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used." }, { "bullet_list": " G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. " } ], "product_quantity": [ { "quantity": "1" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-08T02:21:33.683Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1278, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BF8FVLSL\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"\n},\n {\n \"price\": \"$114.99\"\n},\n {\n \"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"\n},\n {\n \"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:33.683Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BF8FVLSL\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"\n},\n {\n \"price\": \"$114.99\"\n},\n {\n \"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"\n},\n {\n \"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:34.680Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T02:21:34.680Z
click
review
rule
2025-04-08T02:21:34.680Z
train
1,279
2025-04-08T02:21:34.680Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", 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"product_option"} {"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"} {"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)", "asin": "B0F1RKXGXZ", "price": "$229.99", "quantity": "1"}, {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$315.08", "quantity": "1"}, {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0BF8FVLSL" }, { "title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)" }, { "price": "$114.99" }, { "bullet_list": "Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used." }, { "bullet_list": " G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. " } ], "product_quantity": [ { "quantity": "1" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-08T02:21:34.680Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1279, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": 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\"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BF8FVLSL\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"\n},\n {\n \"price\": \"$114.99\"\n},\n {\n \"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"\n},\n {\n \"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:34.680Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BF8FVLSL\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"\n},\n {\n \"price\": \"$114.99\"\n},\n {\n \"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"\n},\n {\n \"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:35.963Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T02:21:35.963Z
click
review
rule
2025-04-08T02:21:35.963Z
train
1,280
2025-04-08T02:21:35.963Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 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"action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:01.677Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:03.781Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:39.589Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:40.513Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:42.788Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:37:56.237Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-06T20:37:59.746Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"} {"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)", "asin": "B0F1RKXGXZ", "price": "$229.99", "quantity": "1"}, {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$315.08", "quantity": "1"}, {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0BF8FVLSL" }, { "title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)" }, { "price": "$114.99" }, { "bullet_list": "Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used." }, { "bullet_list": " G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. " } ], "product_quantity": [ { "quantity": "1" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-08T02:21:35.963Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1280, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", 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\"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BF8FVLSL\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL30-38-38-96 1.35V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3038F16GX2-TZ5NR)\"\n},\n {\n \"price\": \"$114.99\"\n},\n {\n \"bullet_list\": \"Trident Z5 Neo RGB Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 NEO RGB, Model: F5-6000J3038F16GX2-TZ5NR 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL30 (30-38-38-96) at 1.35V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance Overclocking and Gaming Memory Memory kits will boot at the SPD speed at default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"\n},\n {\n \"bullet_list\": \" G.Skill Specifications Page: https://www.gskill.com/specification/165/390/1661410135/F5-6000J3038F16GX2-TZ5NR-Specification Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:21:35.963Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": 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\"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"64g ddr5 6000 c28\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0F1RKXGXZ\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"G.Skill Trident Z5 Neo RGB Series, designed for AMD B650, X670, B850, X870 Series Chipset with Ryzen 7000, 8000G, 9000 Series CPU Brand: G.Skill, Series: Trident Z5 Neo RGB, Model: F5-6000J2836G32GX2-TZ5NR 64GB kit containing 2x 32GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory AMD EXPO profile support to reach up to the rated overclock speed, or run at default JEDEC profile speed. Memory kits may boot to the SPD speed using default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used. Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure.\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"64GB (2x 32GB)\"\n},\n {\n \"Color\": \"Black\"\n},\n {\n \"Style\": \"DDR5-6000 CL28-36-36-96 1.40V\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:23:18.610Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T02:23:18.610Z
click
cart_side_bar
rule
2025-04-08T02:23:18.610Z
train
1,281
2025-04-08T02:23:18.610Z
click
cart_side_bar
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:01.677Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:03.781Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:39.589Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:40.513Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:42.788Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:37:56.237Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-06T20:37:59.746Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"} {"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "64g ddr5 6000 c28" } ], "cart_items": [ {"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)", "asin": "B0F1RKXGXZ", "price": "$229.99", "quantity": "1"}, {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$315.08", "quantity": "1"}, {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0F1RKXGXZ" }, { "title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)" }, { "price": "$229.99" }, { "bullet_list": "G.Skill Trident Z5 Neo RGB Series, designed for AMD B650, X670, B850, X870 Series Chipset with Ryzen 7000, 8000G, 9000 Series CPU Brand: G.Skill, Series: Trident Z5 Neo RGB, Model: F5-6000J2836G32GX2-TZ5NR 64GB kit containing 2x 32GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory AMD EXPO profile support to reach up to the rated overclock speed, or run at default JEDEC profile speed. Memory kits may boot to the SPD speed using default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used. Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure." } ], "product_options": [ { "Size": "64GB (2x 32GB)" }, { "Color": "Black" }, { "Style": "DDR5-6000 CL28-36-36-96 1.40V" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-08T02:23:18.610Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>", "index": 1281, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"64g ddr5 6000 c28\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0F1RKXGXZ\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"G.Skill Trident Z5 Neo RGB Series, designed for AMD B650, X670, B850, X870 Series Chipset with Ryzen 7000, 8000G, 9000 Series CPU Brand: G.Skill, Series: Trident Z5 Neo RGB, Model: F5-6000J2836G32GX2-TZ5NR 64GB kit containing 2x 32GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory AMD EXPO profile support to reach up to the rated overclock speed, or run at default JEDEC profile speed. Memory kits may boot to the SPD speed using default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used. Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure.\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"64GB (2x 32GB)\"\n},\n {\n \"Color\": \"Black\"\n},\n {\n \"Style\": \"DDR5-6000 CL28-36-36-96 1.40V\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:23:18.610Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", 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\"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DD2LKVMD\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\"\n},\n {\n \"price\": \"$149.99\"\n},\n {\n \"bullet_list\": \"Trident Z5 Royal Neo Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 Royal Neo, Model: F5-6000J2836G16GX2-TR5NS 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory Memory kits will boot at the SPD speed with default BIOS settings with compatible hardware. For memory kits with AMD EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"\n},\n {\n \"bullet_list\": \" Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of EXPO or rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. Usage in any manner inconsistent with manufacturer specifications, warnings, designs, or recommendations will result lower speeds, system instability, or damage to the system or its components. \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"DDR5-6000 28-36-36-96 1.40V\"\n},\n {\n \"Color\": \"Silver\"\n},\n {\n \"Size\": \"32GB (2x16GB)\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:23:28.599Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T02:23:28.599Z
click
quantity
rule
2025-04-08T02:23:28.599Z
train
1,282
2025-04-08T02:23:28.599Z
click
quantity
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": 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{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)", "asin": "B0F1RKXGXZ", "price": "$229.99", "quantity": "1"}, {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$315.08", "quantity": "1"}, {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DD2LKVMD" }, { "title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)" }, { "price": "$149.99" }, { "bullet_list": "Trident Z5 Royal Neo Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 Royal Neo, Model: F5-6000J2836G16GX2-TR5NS 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory Memory kits will boot at the SPD speed with default BIOS settings with compatible hardware. For memory kits with AMD EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used." }, { "bullet_list": " Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of EXPO or rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. Usage in any manner inconsistent with manufacturer specifications, warnings, designs, or recommendations will result lower speeds, system instability, or damage to the system or its components. " } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Style": "DDR5-6000 28-36-36-96 1.40V" }, { "Color": "Silver" }, { "Size": "32GB (2x16GB)" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-08T02:23:28.599Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>quantity</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>quantity</answer_argument>", "index": 1282, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DD2LKVMD\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\"\n},\n {\n \"price\": \"$149.99\"\n},\n {\n \"bullet_list\": \"Trident Z5 Royal Neo Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 Royal Neo, Model: F5-6000J2836G16GX2-TR5NS 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory Memory kits will boot at the SPD speed with default BIOS settings with compatible hardware. For memory kits with AMD EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"\n},\n {\n \"bullet_list\": \" Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of EXPO or rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. Usage in any manner inconsistent with manufacturer specifications, warnings, designs, or recommendations will result lower speeds, system instability, or damage to the system or its components. \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"DDR5-6000 28-36-36-96 1.40V\"\n},\n {\n \"Color\": \"Silver\"\n},\n {\n \"Size\": \"32GB (2x16GB)\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:23:28.599Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"asin\": \"B0DD2LKVMD\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DD2LKVMD\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\"\n},\n {\n \"price\": \"$149.99\"\n},\n {\n \"bullet_list\": \"Trident Z5 Royal Neo Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 Royal Neo, Model: F5-6000J2836G16GX2-TR5NS 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory Memory kits will boot at the SPD speed with default BIOS settings with compatible hardware. For memory kits with AMD EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"\n},\n {\n \"bullet_list\": \" Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of EXPO or rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. Usage in any manner inconsistent with manufacturer specifications, warnings, designs, or recommendations will result lower speeds, system instability, or damage to the system or its components. \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"DDR5-6000 28-36-36-96 1.40V\"\n},\n {\n \"Color\": \"Silver\"\n},\n {\n \"Size\": \"32GB (2x16GB)\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:26:56.211Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T02:26:56.211Z
click
cart_side_bar
rule
2025-04-08T02:26:56.211Z
train
1,283
2025-04-08T02:26:56.211Z
click
cart_side_bar
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": 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{"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:42.788Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:37:56.237Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-06T20:37:59.746Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"} {"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)", "asin": "B0F1RKXGXZ", "price": "$229.99", "quantity": "1"}, {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$315.08", "quantity": "1"}, {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"asin": "B0DD2LKVMD"} ], "product_details": [ { "asin": "B0DD2LKVMD" }, { "title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)" }, { "price": "$149.99" }, { "bullet_list": "Trident Z5 Royal Neo Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 Royal Neo, Model: F5-6000J2836G16GX2-TR5NS 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory Memory kits will boot at the SPD speed with default BIOS settings with compatible hardware. For memory kits with AMD EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used." }, { "bullet_list": " Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of EXPO or rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. Usage in any manner inconsistent with manufacturer specifications, warnings, designs, or recommendations will result lower speeds, system instability, or damage to the system or its components. " } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Style": "DDR5-6000 28-36-36-96 1.40V" }, { "Color": "Silver" }, { "Size": "32GB (2x16GB)" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-08T02:26:56.211Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>", "index": 1283, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": 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\"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": 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\"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": 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\"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"asin\": \"B0DD2LKVMD\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DD2LKVMD\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\"\n},\n {\n \"price\": \"$149.99\"\n},\n {\n \"bullet_list\": \"Trident Z5 Royal Neo Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 Royal Neo, Model: F5-6000J2836G16GX2-TR5NS 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory Memory kits will boot at the SPD speed with default BIOS settings with compatible hardware. For memory kits with AMD EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"\n},\n {\n \"bullet_list\": \" Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of EXPO or rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. Usage in any manner inconsistent with manufacturer specifications, warnings, designs, or recommendations will result lower speeds, system instability, or damage to the system or its components. \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"DDR5-6000 28-36-36-96 1.40V\"\n},\n {\n \"Color\": \"Silver\"\n},\n {\n \"Size\": \"32GB (2x16GB)\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:26:56.211Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0F1RKXGXZ\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"G.Skill Trident Z5 Neo RGB Series, designed for AMD B650, X670, B850, X870 Series Chipset with Ryzen 7000, 8000G, 9000 Series CPU Brand: G.Skill, Series: Trident Z5 Neo RGB, Model: F5-6000J2836G32GX2-TZ5NR 64GB kit containing 2x 32GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory AMD EXPO profile support to reach up to the rated overclock speed, or run at default JEDEC profile speed. Memory kits may boot to the SPD speed using default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used. Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure.\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"64GB (2x 32GB)\"\n},\n {\n \"Color\": \"Black\"\n},\n {\n \"Style\": \"DDR5-6000 CL28-36-36-96 1.40V\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:29:21.488Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T02:29:21.488Z
click
cart_side_bar
rule
2025-04-08T02:29:21.488Z
train
1,284
2025-04-08T02:29:21.488Z
click
cart_side_bar
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": 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"other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:01.677Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:03.781Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:39.589Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:40.513Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:42.788Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:37:56.237Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-06T20:37:59.746Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"} {"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)", "asin": "B0F1RKXGXZ", "price": "$229.99", "quantity": "1"}, {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$315.08", "quantity": "1"}, {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"} ], "product_details": [ { "asin": "B0F1RKXGXZ" }, { "title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)" }, { "price": "$229.99" }, { "bullet_list": "G.Skill Trident Z5 Neo RGB Series, designed for AMD B650, X670, B850, X870 Series Chipset with Ryzen 7000, 8000G, 9000 Series CPU Brand: G.Skill, Series: Trident Z5 Neo RGB, Model: F5-6000J2836G32GX2-TZ5NR 64GB kit containing 2x 32GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory AMD EXPO profile support to reach up to the rated overclock speed, or run at default JEDEC profile speed. Memory kits may boot to the SPD speed using default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used. Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure." } ], "product_options": [ { "Size": "64GB (2x 32GB)" }, { "Color": "Black" }, { "Style": "DDR5-6000 CL28-36-36-96 1.40V" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-08T02:29:21.488Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>", "index": 1284, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", 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\"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": 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\"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0F1RKXGXZ\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"G.Skill Trident Z5 Neo RGB Series, designed for AMD B650, X670, B850, X870 Series Chipset with Ryzen 7000, 8000G, 9000 Series CPU Brand: G.Skill, Series: Trident Z5 Neo RGB, Model: F5-6000J2836G32GX2-TZ5NR 64GB kit containing 2x 32GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory AMD EXPO profile support to reach up to the rated overclock speed, or run at default JEDEC profile speed. Memory kits may boot to the SPD speed using default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used. Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure.\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"64GB (2x 32GB)\"\n},\n {\n \"Color\": \"Black\"\n},\n {\n \"Style\": \"DDR5-6000 CL28-36-36-96 1.40V\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:29:21.488Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": 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\"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0F1RKXGXZ\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"G.Skill Trident Z5 Neo RGB Series, designed for AMD B650, X670, B850, X870 Series Chipset with Ryzen 7000, 8000G, 9000 Series CPU Brand: G.Skill, Series: Trident Z5 Neo RGB, Model: F5-6000J2836G32GX2-TZ5NR 64GB kit containing 2x 32GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory AMD EXPO profile support to reach up to the rated overclock speed, or run at default JEDEC profile speed. Memory kits may boot to the SPD speed using default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used. Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure.\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"64GB (2x 32GB)\"\n},\n {\n \"Color\": \"Black\"\n},\n {\n \"Style\": \"DDR5-6000 CL28-36-36-96 1.40V\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:34:14.523Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T02:34:14.523Z
click
cart_side_bar
rule
2025-04-08T02:34:14.523Z
train
1,285
2025-04-08T02:34:14.523Z
click
cart_side_bar
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:01.677Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:03.781Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:39.589Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:40.513Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:42.788Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:37:56.237Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-06T20:37:59.746Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"} {"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)", "asin": "B0F1RKXGXZ", "price": "$229.99", "quantity": "1"}, {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$315.08", "quantity": "1"}, {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"} ], "product_details": [ { "asin": "B0F1RKXGXZ" }, { "title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)" }, { "price": "$229.99" }, { "bullet_list": "G.Skill Trident Z5 Neo RGB Series, designed for AMD B650, X670, B850, X870 Series Chipset with Ryzen 7000, 8000G, 9000 Series CPU Brand: G.Skill, Series: Trident Z5 Neo RGB, Model: F5-6000J2836G32GX2-TZ5NR 64GB kit containing 2x 32GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory AMD EXPO profile support to reach up to the rated overclock speed, or run at default JEDEC profile speed. Memory kits may boot to the SPD speed using default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used. Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure." } ], "product_options": [ { "Size": "64GB (2x 32GB)" }, { "Color": "Black" }, { "Style": "DDR5-6000 CL28-36-36-96 1.40V" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-08T02:34:14.523Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>", "index": 1285, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0F1RKXGXZ\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"G.Skill Trident Z5 Neo RGB Series, designed for AMD B650, X670, B850, X870 Series Chipset with Ryzen 7000, 8000G, 9000 Series CPU Brand: G.Skill, Series: Trident Z5 Neo RGB, Model: F5-6000J2836G32GX2-TZ5NR 64GB kit containing 2x 32GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory AMD EXPO profile support to reach up to the rated overclock speed, or run at default JEDEC profile speed. Memory kits may boot to the SPD speed using default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used. Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure.\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"64GB (2x 32GB)\"\n},\n {\n \"Color\": \"Black\"\n},\n {\n \"Style\": \"DDR5-6000 CL28-36-36-96 1.40V\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:34:14.523Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", 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\"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CSFT73DH\"\n},\n {\n \"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\"\n},\n {\n \"price\": \"$315.08\"\n},\n {\n \"bullet_list\": \"ROG heatsinks cover the main components of the board, cool temperatures and reduce noise emitted. The double ball bearing has a double lifespan compared to smooth bearing fans. 0dB technology allows you to play in almost total silence. ATX 3.0 compatible: ROG Strix Aura Edition complies with ATX 3.0 guidelines and comes with a 16-pin PCIe cable that can route up to 600W of power to PCIe Gen 5.0 graphics cards. Lambda A++ certification: Low certified noise levels below 35 dB. The 80 Plus Titanium certification proves that these cards are made with Japanese capacitors and many other premium components. Its compatibility with Aura Sync lighting allows you to customize and sync light effects with other compatible devices.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"1200W\"\n},\n {\n \"Style\": \"Platinum\"\n},\n {\n \"Color\": \"Black\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:34:33.446Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T02:34:33.446Z
click
other
rule
2025-04-08T02:34:33.446Z
train
1,286
2025-04-08T02:34:33.446Z
click
other
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 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{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)", "asin": "B0F1RKXGXZ", "price": "$229.99", "quantity": "1"}, {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$315.08", "quantity": "1"}, {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"} ], "product_details": [ { "asin": "B0CSFT73DH" }, { "title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)" }, { "price": "$315.08" }, { "bullet_list": "ROG heatsinks cover the main components of the board, cool temperatures and reduce noise emitted. The double ball bearing has a double lifespan compared to smooth bearing fans. 0dB technology allows you to play in almost total silence. ATX 3.0 compatible: ROG Strix Aura Edition complies with ATX 3.0 guidelines and comes with a 16-pin PCIe cable that can route up to 600W of power to PCIe Gen 5.0 graphics cards. Lambda A++ certification: Low certified noise levels below 35 dB. The 80 Plus Titanium certification proves that these cards are made with Japanese capacitors and many other premium components. Its compatibility with Aura Sync lighting allows you to customize and sync light effects with other compatible devices." } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Size": "1200W" }, { "Style": "Platinum" }, { "Color": "Black" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-08T02:34:33.446Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 1286, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CSFT73DH\"\n},\n {\n \"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\"\n},\n {\n \"price\": \"$315.08\"\n},\n {\n \"bullet_list\": \"ROG heatsinks cover the main components of the board, cool temperatures and reduce noise emitted. The double ball bearing has a double lifespan compared to smooth bearing fans. 0dB technology allows you to play in almost total silence. ATX 3.0 compatible: ROG Strix Aura Edition complies with ATX 3.0 guidelines and comes with a 16-pin PCIe cable that can route up to 600W of power to PCIe Gen 5.0 graphics cards. Lambda A++ certification: Low certified noise levels below 35 dB. The 80 Plus Titanium certification proves that these cards are made with Japanese capacitors and many other premium components. Its compatibility with Aura Sync lighting allows you to customize and sync light effects with other compatible devices.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"1200W\"\n},\n {\n \"Style\": \"Platinum\"\n},\n {\n \"Color\": \"Black\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:34:33.446Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CSFT73DH\"\n},\n {\n \"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\"\n},\n {\n \"price\": \"$315.08\"\n},\n {\n \"bullet_list\": \"ROG heatsinks cover the main components of the board, cool temperatures and reduce noise emitted. The double ball bearing has a double lifespan compared to smooth bearing fans. 0dB technology allows you to play in almost total silence. ATX 3.0 compatible: ROG Strix Aura Edition complies with ATX 3.0 guidelines and comes with a 16-pin PCIe cable that can route up to 600W of power to PCIe Gen 5.0 graphics cards. Lambda A++ certification: Low certified noise levels below 35 dB. The 80 Plus Titanium certification proves that these cards are made with Japanese capacitors and many other premium components. Its compatibility with Aura Sync lighting allows you to customize and sync light effects with other compatible devices.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"1200W\"\n},\n {\n \"Style\": \"Platinum\"\n},\n {\n \"Color\": \"Black\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:35:48.474Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T02:35:48.474Z
click
cart_side_bar
rule
2025-04-08T02:35:48.474Z
train
1,287
2025-04-08T02:35:48.474Z
click
cart_side_bar
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": 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{"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:42.788Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:37:56.237Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-06T20:37:59.746Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"} {"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)", "asin": "B0F1RKXGXZ", "price": "$229.99", "quantity": "1"}, {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$315.08", "quantity": "1"}, {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"} ], "product_details": [ { "asin": "B0CSFT73DH" }, { "title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)" }, { "price": "$315.08" }, { "bullet_list": "ROG heatsinks cover the main components of the board, cool temperatures and reduce noise emitted. The double ball bearing has a double lifespan compared to smooth bearing fans. 0dB technology allows you to play in almost total silence. ATX 3.0 compatible: ROG Strix Aura Edition complies with ATX 3.0 guidelines and comes with a 16-pin PCIe cable that can route up to 600W of power to PCIe Gen 5.0 graphics cards. Lambda A++ certification: Low certified noise levels below 35 dB. The 80 Plus Titanium certification proves that these cards are made with Japanese capacitors and many other premium components. Its compatibility with Aura Sync lighting allows you to customize and sync light effects with other compatible devices." } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Size": "1200W" }, { "Style": "Platinum" }, { "Color": "Black" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-08T02:35:48.474Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>", "index": 1287, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": 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\"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CSFT73DH\"\n},\n {\n \"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\"\n},\n {\n \"price\": \"$315.08\"\n},\n {\n \"bullet_list\": \"ROG heatsinks cover the main components of the board, cool temperatures and reduce noise emitted. The double ball bearing has a double lifespan compared to smooth bearing fans. 0dB technology allows you to play in almost total silence. ATX 3.0 compatible: ROG Strix Aura Edition complies with ATX 3.0 guidelines and comes with a 16-pin PCIe cable that can route up to 600W of power to PCIe Gen 5.0 graphics cards. Lambda A++ certification: Low certified noise levels below 35 dB. The 80 Plus Titanium certification proves that these cards are made with Japanese capacitors and many other premium components. Its compatibility with Aura Sync lighting allows you to customize and sync light effects with other compatible devices.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"1200W\"\n},\n {\n \"Style\": \"Platinum\"\n},\n {\n \"Color\": \"Black\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:35:48.474Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0F1RKXGXZ\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"G.Skill Trident Z5 Neo RGB Series, designed for AMD B650, X670, B850, X870 Series Chipset with Ryzen 7000, 8000G, 9000 Series CPU Brand: G.Skill, Series: Trident Z5 Neo RGB, Model: F5-6000J2836G32GX2-TZ5NR 64GB kit containing 2x 32GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory AMD EXPO profile support to reach up to the rated overclock speed, or run at default JEDEC profile speed. Memory kits may boot to the SPD speed using default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used. Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure.\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"64GB (2x 32GB)\"\n},\n {\n \"Color\": \"Black\"\n},\n {\n \"Style\": \"DDR5-6000 CL28-36-36-96 1.40V\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:35:56.742Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T02:35:56.742Z
click
review
rule
2025-04-08T02:35:56.742Z
train
1,288
2025-04-08T02:35:56.742Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 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"action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:01.677Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:03.781Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:39.589Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:40.513Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:42.788Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:37:56.237Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-06T20:37:59.746Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"} {"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)", "asin": "B0F1RKXGXZ", "price": "$229.99", "quantity": "1"}, {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$315.08", "quantity": "1"}, {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"} ], "product_details": [ { "asin": "B0F1RKXGXZ" }, { "title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)" }, { "price": "$229.99" }, { "bullet_list": "G.Skill Trident Z5 Neo RGB Series, designed for AMD B650, X670, B850, X870 Series Chipset with Ryzen 7000, 8000G, 9000 Series CPU Brand: G.Skill, Series: Trident Z5 Neo RGB, Model: F5-6000J2836G32GX2-TZ5NR 64GB kit containing 2x 32GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory AMD EXPO profile support to reach up to the rated overclock speed, or run at default JEDEC profile speed. Memory kits may boot to the SPD speed using default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used. Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure." } ], "product_options": [ { "Size": "64GB (2x 32GB)" }, { "Color": "Black" }, { "Style": "DDR5-6000 CL28-36-36-96 1.40V" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-08T02:35:56.742Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1288, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", 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\"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": 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\"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0F1RKXGXZ\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"G.Skill Trident Z5 Neo RGB Series, designed for AMD B650, X670, B850, X870 Series Chipset with Ryzen 7000, 8000G, 9000 Series CPU Brand: G.Skill, Series: Trident Z5 Neo RGB, Model: F5-6000J2836G32GX2-TZ5NR 64GB kit containing 2x 32GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory AMD EXPO profile support to reach up to the rated overclock speed, or run at default JEDEC profile speed. Memory kits may boot to the SPD speed using default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used. Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure.\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"64GB (2x 32GB)\"\n},\n {\n \"Color\": \"Black\"\n},\n {\n \"Style\": \"DDR5-6000 CL28-36-36-96 1.40V\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:35:56.742Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": 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\"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0F1RKXGXZ\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"G.Skill Trident Z5 Neo RGB Series, designed for AMD B650, X670, B850, X870 Series Chipset with Ryzen 7000, 8000G, 9000 Series CPU Brand: G.Skill, Series: Trident Z5 Neo RGB, Model: F5-6000J2836G32GX2-TZ5NR 64GB kit containing 2x 32GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory AMD EXPO profile support to reach up to the rated overclock speed, or run at default JEDEC profile speed. Memory kits may boot to the SPD speed using default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used. Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure.\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"64GB (2x 32GB)\"\n},\n {\n \"Color\": \"Black\"\n},\n {\n \"Style\": \"DDR5-6000 CL28-36-36-96 1.40V\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:35:57.371Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T02:35:57.371Z
click
cart_side_bar
rule
2025-04-08T02:35:57.371Z
train
1,289
2025-04-08T02:35:57.371Z
click
cart_side_bar
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:01.677Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:03.781Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:39.589Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:40.513Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:42.788Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:37:56.237Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-06T20:37:59.746Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"} {"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)", "asin": "B0F1RKXGXZ", "price": "$229.99", "quantity": "1"}, {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$315.08", "quantity": "1"}, {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"} ], "product_details": [ { "asin": "B0F1RKXGXZ" }, { "title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)" }, { "price": "$229.99" }, { "bullet_list": "G.Skill Trident Z5 Neo RGB Series, designed for AMD B650, X670, B850, X870 Series Chipset with Ryzen 7000, 8000G, 9000 Series CPU Brand: G.Skill, Series: Trident Z5 Neo RGB, Model: F5-6000J2836G32GX2-TZ5NR 64GB kit containing 2x 32GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory AMD EXPO profile support to reach up to the rated overclock speed, or run at default JEDEC profile speed. Memory kits may boot to the SPD speed using default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used. Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure." } ], "product_options": [ { "Size": "64GB (2x 32GB)" }, { "Color": "Black" }, { "Style": "DDR5-6000 CL28-36-36-96 1.40V" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-08T02:35:57.371Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>", "index": 1289, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0F1RKXGXZ\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\"\n},\n {\n \"price\": \"$229.99\"\n},\n {\n \"bullet_list\": \"G.Skill Trident Z5 Neo RGB Series, designed for AMD B650, X670, B850, X870 Series Chipset with Ryzen 7000, 8000G, 9000 Series CPU Brand: G.Skill, Series: Trident Z5 Neo RGB, Model: F5-6000J2836G32GX2-TZ5NR 64GB kit containing 2x 32GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory AMD EXPO profile support to reach up to the rated overclock speed, or run at default JEDEC profile speed. Memory kits may boot to the SPD speed using default BIOS settings with compatible hardware. For memory kits with EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used. Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure.\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"64GB (2x 32GB)\"\n},\n {\n \"Color\": \"Black\"\n},\n {\n \"Style\": \"DDR5-6000 CL28-36-36-96 1.40V\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:35:57.371Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CSFT73DH\"\n},\n {\n \"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\"\n},\n {\n \"price\": \"$315.08\"\n},\n {\n \"bullet_list\": \"ROG heatsinks cover the main components of the board, cool temperatures and reduce noise emitted. The double ball bearing has a double lifespan compared to smooth bearing fans. 0dB technology allows you to play in almost total silence. ATX 3.0 compatible: ROG Strix Aura Edition complies with ATX 3.0 guidelines and comes with a 16-pin PCIe cable that can route up to 600W of power to PCIe Gen 5.0 graphics cards. Lambda A++ certification: Low certified noise levels below 35 dB. The 80 Plus Titanium certification proves that these cards are made with Japanese capacitors and many other premium components. Its compatibility with Aura Sync lighting allows you to customize and sync light effects with other compatible devices.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"1200W\"\n},\n {\n \"Style\": \"Platinum\"\n},\n {\n \"Color\": \"Black\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:36:09.673Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T02:36:09.673Z
click
other
rule
2025-04-08T02:36:09.673Z
train
1,290
2025-04-08T02:36:09.673Z
click
other
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", 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"product_option"} {"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"} {"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)", "asin": "B0F1RKXGXZ", "price": "$229.99", "quantity": "1"}, {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$315.08", "quantity": "1"}, {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"} ], "product_details": [ { "asin": "B0CSFT73DH" }, { "title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)" }, { "price": "$315.08" }, { "bullet_list": "ROG heatsinks cover the main components of the board, cool temperatures and reduce noise emitted. The double ball bearing has a double lifespan compared to smooth bearing fans. 0dB technology allows you to play in almost total silence. ATX 3.0 compatible: ROG Strix Aura Edition complies with ATX 3.0 guidelines and comes with a 16-pin PCIe cable that can route up to 600W of power to PCIe Gen 5.0 graphics cards. Lambda A++ certification: Low certified noise levels below 35 dB. The 80 Plus Titanium certification proves that these cards are made with Japanese capacitors and many other premium components. Its compatibility with Aura Sync lighting allows you to customize and sync light effects with other compatible devices." } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Size": "1200W" }, { "Style": "Platinum" }, { "Color": "Black" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-08T02:36:09.673Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 1290, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CSFT73DH\"\n},\n {\n \"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\"\n},\n {\n \"price\": \"$315.08\"\n},\n {\n \"bullet_list\": \"ROG heatsinks cover the main components of the board, cool temperatures and reduce noise emitted. The double ball bearing has a double lifespan compared to smooth bearing fans. 0dB technology allows you to play in almost total silence. ATX 3.0 compatible: ROG Strix Aura Edition complies with ATX 3.0 guidelines and comes with a 16-pin PCIe cable that can route up to 600W of power to PCIe Gen 5.0 graphics cards. Lambda A++ certification: Low certified noise levels below 35 dB. The 80 Plus Titanium certification proves that these cards are made with Japanese capacitors and many other premium components. Its compatibility with Aura Sync lighting allows you to customize and sync light effects with other compatible devices.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"1200W\"\n},\n {\n \"Style\": \"Platinum\"\n},\n {\n \"Color\": \"Black\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:36:09.673Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09SGQ9PPC\"\n},\n {\n \"title\": \"ASUS ROG Thor 1000W Platinum II Fully Modular Power Supply with 1000W, 80+ Platinum, ROG Heatsinks, 135mm Fan, 0dB Mode, OLED Display, Aura Sync\"\n},\n {\n \"price\": \"$359.99\"\n},\n {\n \"bullet_list\": \"Lambda A plus plus Certification confirms the latest Thor wields menacing power in absolute stealth. ROG heatsinks cover critical components, delivering lower temperatures and reduced noise. A 135mm Axial-tech fan with PWM control delivers lower noise and keeps thermals in check. Built with 100 percent Japanese capacitors and other premium components to achieve 80 Plus Platinum Certification. OLED display monitors power draw in real time. AC Input Range: 100-240Vac\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"LOKI|SFX\"\n},\n {\n \"Size\": \"1000W\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:36:39.843Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T02:36:39.843Z
click
product_option
rule
2025-04-08T02:36:39.843Z
train
1,291
2025-04-08T02:36:39.843Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": 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"action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 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"2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:01.677Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:03.781Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:39.589Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:40.513Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:42.788Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:37:56.237Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-06T20:37:59.746Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"} {"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)", "asin": "B0F1RKXGXZ", "price": "$229.99", "quantity": "1"}, {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$315.08", "quantity": "1"}, {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"} ], "product_details": [ { "asin": "B09SGQ9PPC" }, { "title": "ASUS ROG Thor 1000W Platinum II Fully Modular Power Supply with 1000W, 80+ Platinum, ROG Heatsinks, 135mm Fan, 0dB Mode, OLED Display, Aura Sync" }, { "price": "$359.99" }, { "bullet_list": "Lambda A plus plus Certification confirms the latest Thor wields menacing power in absolute stealth. ROG heatsinks cover critical components, delivering lower temperatures and reduced noise. A 135mm Axial-tech fan with PWM control delivers lower noise and keeps thermals in check. Built with 100 percent Japanese capacitors and other premium components to achieve 80 Plus Platinum Certification. OLED display monitors power draw in real time. AC Input Range: 100-240Vac" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Style": "LOKI|SFX" }, { "Size": "1000W" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-08T02:36:39.843Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 1291, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", 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\"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", 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\"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09SGQ9PPC\"\n},\n {\n \"title\": \"ASUS ROG Thor 1000W Platinum II Fully Modular Power Supply with 1000W, 80+ Platinum, ROG Heatsinks, 135mm Fan, 0dB Mode, OLED Display, Aura Sync\"\n},\n {\n \"price\": \"$359.99\"\n},\n {\n \"bullet_list\": \"Lambda A plus plus Certification confirms the latest Thor wields menacing power in absolute stealth. ROG heatsinks cover critical components, delivering lower temperatures and reduced noise. A 135mm Axial-tech fan with PWM control delivers lower noise and keeps thermals in check. Built with 100 percent Japanese capacitors and other premium components to achieve 80 Plus Platinum Certification. OLED display monitors power draw in real time. AC Input Range: 100-240Vac\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"LOKI|SFX\"\n},\n {\n \"Size\": \"1000W\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:36:39.843Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BZJ5WNJS\"\n},\n {\n \"title\": \"ASUS ROG Loki SFX-L 1000W Platinum (Fully Modular Power Supply, 80+ Platinum, 120mm PWM ARGB Fan, Aura Sync, ATX 3.0 Compatible, PCIe 5.0 Ready, 10 Year Warranty)\"\n},\n {\n \"price\": \"$249.97\"\n},\n {\n \"bullet_list\": \"ROG heatsinks cover critical components. Lower temps result in a longer lifespan and reduced noise Axial-tech cooling: 120mm fan with PWM control for low noise and thermals kept in check ATX 3.0 Compatible: ROG Loki is compliant with ATX 3.0 guidelines and bundled with a 16-pin PCIe cable that can pipe up to 600W of power to PCIe Gen 5.0 graphics cards 80 PLUS Platinum certified: Up to 92% efficient for low heat and noise, and increased reliability \\u00b7 Aura Sync compatible: Ready to synchronize lighting effects across your gaming setup\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"LOKI|SFX\"\n},\n {\n \"Size\": \"1000W\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:37:33.721Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T02:37:33.721Z
click
review
rule
2025-04-08T02:37:33.721Z
train
1,292
2025-04-08T02:37:33.721Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:01.677Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:03.781Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:39.589Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:40.513Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:42.788Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:37:56.237Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-06T20:37:59.746Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"} {"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)", "asin": "B0F1RKXGXZ", "price": "$229.99", "quantity": "1"}, {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$315.08", "quantity": "1"}, {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"} ], "product_details": [ { "asin": "B0BZJ5WNJS" }, { "title": "ASUS ROG Loki SFX-L 1000W Platinum (Fully Modular Power Supply, 80+ Platinum, 120mm PWM ARGB Fan, Aura Sync, ATX 3.0 Compatible, PCIe 5.0 Ready, 10 Year Warranty)" }, { "price": "$249.97" }, { "bullet_list": "ROG heatsinks cover critical components. Lower temps result in a longer lifespan and reduced noise Axial-tech cooling: 120mm fan with PWM control for low noise and thermals kept in check ATX 3.0 Compatible: ROG Loki is compliant with ATX 3.0 guidelines and bundled with a 16-pin PCIe cable that can pipe up to 600W of power to PCIe Gen 5.0 graphics cards 80 PLUS Platinum certified: Up to 92% efficient for low heat and noise, and increased reliability \u00b7 Aura Sync compatible: Ready to synchronize lighting effects across your gaming setup" } ], "product_options": [ { "Style": "LOKI|SFX" }, { "Size": "1000W" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-08T02:37:33.721Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1292, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BZJ5WNJS\"\n},\n {\n \"title\": \"ASUS ROG Loki SFX-L 1000W Platinum (Fully Modular Power Supply, 80+ Platinum, 120mm PWM ARGB Fan, Aura Sync, ATX 3.0 Compatible, PCIe 5.0 Ready, 10 Year Warranty)\"\n},\n {\n \"price\": \"$249.97\"\n},\n {\n \"bullet_list\": \"ROG heatsinks cover critical components. Lower temps result in a longer lifespan and reduced noise Axial-tech cooling: 120mm fan with PWM control for low noise and thermals kept in check ATX 3.0 Compatible: ROG Loki is compliant with ATX 3.0 guidelines and bundled with a 16-pin PCIe cable that can pipe up to 600W of power to PCIe Gen 5.0 graphics cards 80 PLUS Platinum certified: Up to 92% efficient for low heat and noise, and increased reliability \\u00b7 Aura Sync compatible: Ready to synchronize lighting effects across your gaming setup\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"LOKI|SFX\"\n},\n {\n \"Size\": \"1000W\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:37:33.721Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", 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\"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": 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\"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BZJ5WNJS\"\n},\n {\n \"title\": \"ASUS ROG Loki SFX-L 1000W Platinum (Fully Modular Power Supply, 80+ Platinum, 120mm PWM ARGB Fan, Aura Sync, ATX 3.0 Compatible, PCIe 5.0 Ready, 10 Year Warranty)\"\n},\n {\n \"price\": \"$249.97\"\n},\n {\n \"bullet_list\": \"ROG heatsinks cover critical components. Lower temps result in a longer lifespan and reduced noise Axial-tech cooling: 120mm fan with PWM control for low noise and thermals kept in check ATX 3.0 Compatible: ROG Loki is compliant with ATX 3.0 guidelines and bundled with a 16-pin PCIe cable that can pipe up to 600W of power to PCIe Gen 5.0 graphics cards 80 PLUS Platinum certified: Up to 92% efficient for low heat and noise, and increased reliability \\u00b7 Aura Sync compatible: Ready to synchronize lighting effects across your gaming setup\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"LOKI|SFX\"\n},\n {\n \"Size\": \"1000W\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:37:44.693Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T02:37:44.693Z
click
cart_side_bar
rule
2025-04-08T02:37:44.693Z
train
1,293
2025-04-08T02:37:44.693Z
click
cart_side_bar
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": 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{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)", "asin": "B0F1RKXGXZ", "price": "$229.99", "quantity": "1"}, {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$315.08", "quantity": "1"}, {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"} ], "product_details": [ { "asin": "B0BZJ5WNJS" }, { "title": "ASUS ROG Loki SFX-L 1000W Platinum (Fully Modular Power Supply, 80+ Platinum, 120mm PWM ARGB Fan, Aura Sync, ATX 3.0 Compatible, PCIe 5.0 Ready, 10 Year Warranty)" }, { "price": "$249.97" }, { "bullet_list": "ROG heatsinks cover critical components. Lower temps result in a longer lifespan and reduced noise Axial-tech cooling: 120mm fan with PWM control for low noise and thermals kept in check ATX 3.0 Compatible: ROG Loki is compliant with ATX 3.0 guidelines and bundled with a 16-pin PCIe cable that can pipe up to 600W of power to PCIe Gen 5.0 graphics cards 80 PLUS Platinum certified: Up to 92% efficient for low heat and noise, and increased reliability \u00b7 Aura Sync compatible: Ready to synchronize lighting effects across your gaming setup" } ], "product_options": [ { "Style": "LOKI|SFX" }, { "Size": "1000W" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-08T02:37:44.693Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>", "index": 1293, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BZJ5WNJS\"\n},\n {\n \"title\": \"ASUS ROG Loki SFX-L 1000W Platinum (Fully Modular Power Supply, 80+ Platinum, 120mm PWM ARGB Fan, Aura Sync, ATX 3.0 Compatible, PCIe 5.0 Ready, 10 Year Warranty)\"\n},\n {\n \"price\": \"$249.97\"\n},\n {\n \"bullet_list\": \"ROG heatsinks cover critical components. Lower temps result in a longer lifespan and reduced noise Axial-tech cooling: 120mm fan with PWM control for low noise and thermals kept in check ATX 3.0 Compatible: ROG Loki is compliant with ATX 3.0 guidelines and bundled with a 16-pin PCIe cable that can pipe up to 600W of power to PCIe Gen 5.0 graphics cards 80 PLUS Platinum certified: Up to 92% efficient for low heat and noise, and increased reliability \\u00b7 Aura Sync compatible: Ready to synchronize lighting effects across your gaming setup\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"LOKI|SFX\"\n},\n {\n \"Size\": \"1000W\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:37:44.693Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BZJ5WNJS\"\n},\n {\n \"title\": \"ASUS ROG Loki SFX-L 1000W Platinum (Fully Modular Power Supply, 80+ Platinum, 120mm PWM ARGB Fan, Aura Sync, ATX 3.0 Compatible, PCIe 5.0 Ready, 10 Year Warranty)\"\n},\n {\n \"price\": \"$249.97\"\n},\n {\n \"bullet_list\": \"ROG heatsinks cover critical components. Lower temps result in a longer lifespan and reduced noise Axial-tech cooling: 120mm fan with PWM control for low noise and thermals kept in check ATX 3.0 Compatible: ROG Loki is compliant with ATX 3.0 guidelines and bundled with a 16-pin PCIe cable that can pipe up to 600W of power to PCIe Gen 5.0 graphics cards 80 PLUS Platinum certified: Up to 92% efficient for low heat and noise, and increased reliability \\u00b7 Aura Sync compatible: Ready to synchronize lighting effects across your gaming setup\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"LOKI|SFX\"\n},\n {\n \"Size\": \"1200W\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:37:54.176Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T02:37:54.176Z
click
product_option
rule
2025-04-08T02:37:54.176Z
train
1,294
2025-04-08T02:37:54.176Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", 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"product_option"} {"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"} {"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)", "asin": "B0F1RKXGXZ", "price": "$229.99", "quantity": "1"}, {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$315.08", "quantity": "1"}, {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"} ], "product_details": [ { "asin": "B0BZJ5WNJS" }, { "title": "ASUS ROG Loki SFX-L 1000W Platinum (Fully Modular Power Supply, 80+ Platinum, 120mm PWM ARGB Fan, Aura Sync, ATX 3.0 Compatible, PCIe 5.0 Ready, 10 Year Warranty)" }, { "price": "$249.97" }, { "bullet_list": "ROG heatsinks cover critical components. Lower temps result in a longer lifespan and reduced noise Axial-tech cooling: 120mm fan with PWM control for low noise and thermals kept in check ATX 3.0 Compatible: ROG Loki is compliant with ATX 3.0 guidelines and bundled with a 16-pin PCIe cable that can pipe up to 600W of power to PCIe Gen 5.0 graphics cards 80 PLUS Platinum certified: Up to 92% efficient for low heat and noise, and increased reliability \u00b7 Aura Sync compatible: Ready to synchronize lighting effects across your gaming setup" } ], "product_options": [ { "Style": "LOKI|SFX" }, { "Size": "1200W" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-08T02:37:54.176Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 1294, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": 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\"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$315.08\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BZJ5WNJS\"\n},\n {\n \"title\": \"ASUS ROG Loki SFX-L 1000W Platinum (Fully Modular Power Supply, 80+ Platinum, 120mm PWM ARGB Fan, Aura Sync, ATX 3.0 Compatible, PCIe 5.0 Ready, 10 Year Warranty)\"\n},\n {\n \"price\": \"$249.97\"\n},\n {\n \"bullet_list\": \"ROG heatsinks cover critical components. Lower temps result in a longer lifespan and reduced noise Axial-tech cooling: 120mm fan with PWM control for low noise and thermals kept in check ATX 3.0 Compatible: ROG Loki is compliant with ATX 3.0 guidelines and bundled with a 16-pin PCIe cable that can pipe up to 600W of power to PCIe Gen 5.0 graphics cards 80 PLUS Platinum certified: Up to 92% efficient for low heat and noise, and increased reliability \\u00b7 Aura Sync compatible: Ready to synchronize lighting effects across your gaming setup\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"LOKI|SFX\"\n},\n {\n \"Size\": \"1200W\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T02:37:54.176Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T19:30:39.975Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-10T19:30:39.975Z
input
Oyster knives
rule
2025-04-10T19:30:39.975Z
train
1,295
2025-04-10T19:30:39.975Z
input
Oyster knives
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": 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"action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", 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"action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:01.677Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:03.781Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:39.589Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:40.513Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:42.788Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:37:56.237Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-06T20:37:59.746Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"} {"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"} {"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"} <|memory_end|> <|action_start|> <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-10T19:30:39.975Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>input</answer_action><answer_argument>Oyster knives</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>input</answer_action><answer_argument>Oyster knives</answer_argument>", "index": 1295, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", 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\"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T19:30:39.975Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T19:30:45.170Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-10T19:30:45.170Z
input
Oyster knives
rule
2025-04-10T19:30:45.170Z
train
1,296
2025-04-10T19:30:45.170Z
input
Oyster knives
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": 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"action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", 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"action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:01.677Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:03.781Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:39.589Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:40.513Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:42.788Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:37:56.237Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-06T20:37:59.746Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"} {"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"} {"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-10T19:30:45.170Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>input</answer_action><answer_argument>Oyster knives </answer_argument>", "style": "rule" }
{ "answer": "<answer_action>input</answer_action><answer_argument>Oyster knives </answer_argument>", "index": 1296, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", 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\"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T19:30:45.170Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": 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2 Pack Professional Oyster Knife for All Kinds of Shells & Oysters, Durable Oyster Shucker Tools for Home & Restaurant Use\", \"asin\": \"B0DT449LF7\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Fillet Knife 7 Inch, Super Sharp Boning Knife in High Carbon Stainless Steel, Professional Japanese Fish Knives for Meat Poultry Cutting\", \"asin\": \"B0CKMF6GPZ\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Cutluxe Butcher Knife \\u2013 10\\u2033 Bullnose Carving Knife, Forged High Carbon German Steel \\u2013 Full Tang & Razor Sharp \\u2013 Ergonomic Handle Design \\u2013 Artisan Series\", \"asin\": \"B098JQJJ96\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"HENCKELS Forged Accent Razor-Sharp 2-pc Paring Knife Set, White Handle, German Engineered Informed by 100+ Years of Mastery\", \"asin\": \"B09RTDR12Q\", \"price\": \"$29.99\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"ZeroPone Oyster Clam Opener Machine Adjustable Oyster Shucker Machine Oyster Shucker Tool Set Including Knives, Glove and g-Clip, Seafood Tools for Hotel Family Buffet\",\n \"asin\": \"B097ZM35WF\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Oyster Knife Shucker Set Oyster Shucking Knife and Gloves Cut Resistant Level 5 Protection Seafood Opener Kit Tools Gift(2knifes+2Glove+1Cloth)\", \"asin\": \"B07L9QTLNQ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"SPEENSUN Oyster Shucking Knife, Oyster Knife, Shucking Knife Not Easy to Break and Bend, More Secure with Oyster Shucking Knife and Gloves (2 Knife and 1 Glove L), Best Oyster Shucking Set\", \"asin\": \"B07SQW3LTW\", \"price\": \"$19.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife,Oyster Shucker,2 Set Sturdy Sharpness Oyster Knife With Comfort Wood-handle,Oyster Shucking Kit With 1 Pairs Of Level 5 Protection Cut-resistant Gloves(L) For Oyster Clam\", \"asin\": \"B097Q3524X\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife Set of 2 Stainless Steel Oyster Knifes and 2 Pairs Level 5 Cut-Resistant Gloves\\uff0cOyster Knives Suitable for All Kinds of Shells and Oysters Shucking\", \"asin\": \"B0BKG4TRSZ\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife,Stainless Steel Oyster Knife for Oyster Clam Scallop In Shell(White)\", \"asin\": \"B0BYFGDVKT\", \"price\": \"$6.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Knife Shucker Set Oyster Shucking Knife and Gloves Cut Resistant Level 5 Protection Seafood Opener Kit Tools Gift(2knifes+2Glove+1Cloth)\", \"asin\": \"B07L9QTLNQ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"OXO Good Grips Stainless Steel Non-Slip Oyster Knife,Black/Silver\", \"asin\": \"B00004OCLC\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Nonley Oyster Shucking Knife, 8 Pack Oyster Knife Shucker Set Oysters Shucker Clam Knives, Seafood Opener Seafood Tools\", \"asin\": \"B0BN1T4DFB\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Dexter-Russell \\u2013 2.75\\\" New Haven Style Oyster Knife - Sani-Safe Series, Carbon Steel, medium, Original version\", \"asin\": \"B004NG98L4\", \"price\": \"$17.72\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Nonley Oyster Shucking Knife, 12 Pack Oyster Shucker With Comfort Wood-Handle for All Kinds of Shells & Oysters, Durable Oyster Shucker Tools for Home & Restaurant Use\", \"asin\": \"B0CPF1Q89G\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"DOMG 10Pcs Oyster Clam Shucking Knife Opener with Wooden Handle\", \"asin\": \"B07PSM3JX9\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife - Oyster Knife Shucker for Opening Clams, Scallops, Shellfish - Stainless Steel Blade, Non-Slip Ergonomic Handle - Kitchen Tool for Chefs, Cooks - Set of 2 Knives\", \"asin\": \"B07BDQN4T1\", \"price\": \"$12.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife Set of 2 - Professional Oyster Knife Shucker Clam Opener Kit in Lovely Box - Bonus Ebook and Brochure Included\", \"asin\": \"B07994XTLL\", \"price\": \"$64.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Minatee 30 Pcs Oyster Shucking Knife Stainless Steel Shucker Oyster Opener with Non Slip Handle for Clam Crab Kitchen Shrimp Shellfish Seafood Tools, 5.79 Inch(Black)\", \"asin\": \"B0BQ8T79KT\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n {\"title\": \"Damascus Steel Oyster Shucking Knife Handmade Oyster Shucker Knife Oyster Opener Tool Rosewood, Bone and Turquoise Handle With Leather Sheath\", \"asin\": \"B0CK6VF921\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Only 11 left in stock - order soon.\"},\n {\"title\": \"Oyster Shucking Knife,Stainless Steel Oyster Knife for Oyster Clam Scallop In Shell(White)\", \"asin\": \"B0BYFGDVKT\", \"price\": \"$6.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife Set of 2 Stainless Steel Oyster Knifes and 2 Pairs Level 5 Cut-Resistant Gloves\\uff0cOyster Knives Suitable for All Kinds of Shells and Oysters Shucking\", \"asin\": \"B0BKG4TRSZ\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife,Oyster Shucker,2 Set Sturdy Sharpness Oyster Knife With Comfort Wood-handle,Oyster Shucking Kit With 1 Pairs Of Level 5 Protection Cut-resistant Gloves(L) For Oyster Clam\", \"asin\": \"B097Q3524X\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Mercer Culinary Boston Style Oyster Knife with Poly Handle, 3 Inch, White\", \"asin\": \"B06ZZBH1VQ\", \"price\": \"$13.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Dowellife Cut Resistant Gloves Food Grade Level 5 Protection, Safety Kitchen Cut Gloves for Chef Oyster Shucking Mandolin Knife Butcher Meat Cutting\", \"asin\": \"B06XBGR2L9\", \"price\": \"$8.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Clam Opener Machine Adjustable Oyster Shucker Machine Oyster Shucker Tool Set Including Knives, Glove and g-Clip, Seafood Tools for Hotel Family Buffet\", \"asin\": \"B097ZM35WF\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Nonley Oyster Shucking Knife, 8 Pack Oyster Knife Shucker Set Oysters Shucker Clam Knives, Seafood Opener Seafood Tools\", \"asin\": \"B0BN1T4DFB\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Knife Shucker Set Oyster Shucking Knife with Wooden holder Oyster Shucking Clamp Seafood Tools (Black)\", \"asin\": \"B0DNG5JHY6\", \"price\": \"$15.77\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n {\"title\": \"Tarpop 16 Pieces Oyster Shucking Knife Set 8 Stainless Steel Oyster Shuckers Bulk 8 Level 5 Protection Cut Resistant Gloves Seafood Opener Tool Kit for Clam Pearl Shell Shucking\", \"asin\": \"B0BK9BVLSK\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Minatee 30 Pcs Oyster Shucking Knife Stainless Steel Shucker Oyster Opener with Non Slip Handle for Clam Crab Kitchen Shrimp Shellfish Seafood Tools, 5.79 Inch(Black)\", \"asin\": \"B0BQ8T79KT\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n {\"title\": \"R. Murphy/Ramelson Duxbury Oyster Knife - As Seen in Bon Appetit Magazine - Shellfish Seafood Clam Shucker Tool - Made in USA\", \"asin\": \"B0123LXNLQ\", \"price\": \"$21.02\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Kit - Knife Set With Stainless Steel Blade and Non-slip Handle (2 Knives + 2 Gloves)\", \"asin\": \"B0BNFY6DMT\", \"price\": \"$8.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"DOMG 10Pcs Oyster Clam Shucking Knife Opener with Wooden Handle\", \"asin\": \"B07PSM3JX9\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Tarpop 16 Pieces Oyster Shucking Knife Set 8 Stainless Steel Oyster Shuckers Bulk 8 Level 5 Protection Cut Resistant Gloves Seafood Opener Tool Kit for Clam Pearl Shell Shucking\", \"asin\": \"B0BK9BVLSK\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"6pc Oyster Shucking Knife Set - Professional Stainless Steel Blades, Anti-Slip Ergonomic Handle, Dishwasher Safe - Kitchen, BBQ, Restaurant & Party Essential Tools\", \"asin\": \"B0CMZJNL2N\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Dexter-Russell (S134PCP) - 3\\\" Boston-Style Oyster Knife - Sani-Safe Series\", \"asin\": \"B001EQAMQQ\", \"price\": \"$18.61\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Toadfish Oyster Shucking Knife - Oyster Shucker Opener Tool - Professional Edition\", \"asin\": \"B078HCFMJ5\", \"price\": \"$38.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Toadfish Oyster Shucking Knife, Oyster Opener Tool, PUT 'EM BACK Oyster Knife by Toadfish\", \"asin\": \"B06ZZ3NL57\", \"price\": \"$32.12\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Nonley Oyster Shucking Knife - 2 Pack Professional Oyster Knife for All Kinds of Shells & Oysters, Durable Oyster Shucker Tools for Home & Restaurant Use\", \"asin\": \"B0DT449LF7\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n {\"title\": \"Handmade Oyster Shucker Knife Damascus Oyster Shucking Knife with sheath 6.5 inches Seafood Opening Knife Tool\", \"asin\": \"B0DJ34JKLL\", \"price\": \"$34.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Victorinox Oyster Knife 3-Inch Narrow Boston Style Blade, Red SuperGrip Handle\", \"asin\": \"B003ED8M4G\", \"price\": \"$19.86\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Only 7 left in stock - order soon.\"},\n {\"title\": \"Trudeau Oyster Knife, One Size, Tropical\", \"asin\": \"B071WKMWK1\", \"price\": \"$11.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Winco Oyster/Clam Knife, Stainless Steel\", \"asin\": \"B001F7O2RE\", \"price\": \"$6.03\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n {\"title\": \"MGTECH 10 Pcs Oyster Shucking Knives, Bulk Oyster Shucker Clam Opener\", \"asin\": \"B0BVMB617V\", \"price\": \"$18.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"SPEENSUN Oyster Shucking Knife, Oyster Knife, Shucking Knife Not Easy to Break and Bend, More Secure with Oyster Shucking Knife and Gloves (2 Knife and 1 Glove L), Best Oyster Shucking Set\", \"asin\": \"B07SQW3LTW\", \"price\": \"$19.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Toadfish Oyster Shucker's Bundle, Oyster Knife Shucker Set - Oyster Shucking Knives & Cut-Resistant Shucking Cloth, Seafood Opener Kit Tools Gift\", \"asin\": \"B07T8ZHND8\", \"price\": \"$68.00\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n {\"title\": \"BUBBA Shucking Knife - Oyster Shucking Knife with 2.5\\\" Stainless Steel Curved Tip Blade with Non-Slip Grip Handle\", \"asin\": \"B07YNKCPG4\", \"price\": \"$21.95\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n {\"title\": \"Oyster Shucking Knife, Commercial Grade Clam and Shellfish tool With Ergonomic Grip And Anti-Slip Handle, Good For Home Restaurant Kitchen And Outdoor Use, Yellow/Silver (1 Count)\", \"asin\": \"B07K63PRRL\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife - Oyster Knife Shucker for Opening Clams, Scallops, Shellfish - Stainless Steel Blade, Non-Slip Ergonomic Handle - Kitchen Tool for Chefs, Cooks - Set of 2 Knives\", \"asin\": \"B07BDQN4T1\", \"price\": \"$12.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife,Stainless Steel Oyster Knife with Bottle Opener for Clam,Oyster Scallop In Shell(Black)\", \"asin\": \"B0DL1SC2YP\", \"price\": \"$3.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"RSVP International Endurance Collection Seafood Tool, Oyster Knife, Stainless Steel\", \"asin\": \"B000F7DTDI\", \"price\": \"$11.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Set- High Performance Level 5 Protection Food Grade Cut Resistant Gloves with 3.5\\u2019\\u2019 Stainless steel Oyster Knife\", \"asin\": \"B01MRORYIY\", \"price\": \"$13.95\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n {\"title\": \"Oyster Shucking Knife, Stainless Steel Oyster Shucker with Wooden Handle Oyster Clam Shucking Opener Seafood Scallops Opener Tool for All Kinds of Shells and Oysters\", \"asin\": \"B0DP73Q6L3\", \"price\": \"$5.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"R Murphy/Ramelson New Haven Oyster Knife Shucker (Regular) - Shucking Clamming Seafood - Made in the USA\", \"asin\": \"B00KBUNNE4\", \"price\": \"$39.50\", \"delivery\": \"FREE delivery Apr 16 - 21 Or fastest delivery Mon, Apr 14\"},\n {\"title\": \"8 Pack Oyster Knife Oyster Shucking Knives - Food Grade Stainless Shucker Oyster Shuckers with Non Slip Handle for Clam Crab Shellfish Seafood Opener\", \"asin\": \"B07NVCZKMG\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Only 15 left in stock - order soon.\"},\n {\"title\": \"Swissmar Shucker Paddy Original Oyster Shucking Knife \\u2013 Ergonomic Dual Axis Oyster Shucker Tool with 3\\\" / 7.6 CM Stainless Steel Blade - Perfect for kitchen Collections \\u2013 Non-Slip Handle, Yellow\", \"asin\": \"B00MG3RPN4\", \"price\": \"$19.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife, 2.75\\\" New Haven Style Oyster Shucker Clam Knife with Non-Slip Poly Handle, Seafood Opener Seafood Tools (Black)\", \"asin\": \"B091GPT7MK\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"6PCS Oyster Knife with Non-Slip Grip Handle Oyster Shucking Knife Opener Set Clam and Shell Tool Party Supply\", \"asin\": \"B07PR3C7H6\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n {\"title\": \"Dalstrong Clam Oyster Knife- 3\\u201d Shellfish & Oyster Shucker Clamp Knife - Gladiator Series Elite - Forged HC German Steel - Crab Eating Utensils- G10 Handle - W/Sheath- NSF Certified\", \"asin\": \"B086LKWZ82\", \"price\": \"$75.00\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n {\"title\": \"Oyster Shucking Knife and Gloves Set Included 2pcs Oyster Shucker Opener New Haven Style, Cut Resistant Glove Professional Guard (1Cloth+1Squeezer)\", \"asin\": \"B07X2SHWZL\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Dexter-Russell (S137PCP) - 4\\\" Galveston-Style Oyster Knife - Sani-Safe Series\", \"asin\": \"B000KI9UNA\", \"price\": \"$24.98\", \"delivery\": \"FREE delivery Mon, Apr 14 Only 3 left in stock - order soon.\"},\n {\"title\": \"Oyster Shucker, Oyster Shucking Knife for Oyster Clam Pearl Shell Shucking, 2 Set Oyster Shucking Tool Kit, 2 Stainless Steel Oyster Knifes with Wooden Handle 2 Pairs Oyster Shucking Gloves\", \"asin\": \"B0CZD86CRD\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"UJ Ramelson Co R Murphy New Haven Oyster Knife Shucker (Green Handle)\", \"asin\": \"B01LWK71S7\", \"price\": \"$23.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife, Oyster Shucker,2 Set Sturdy Sharpness Oyster Knife, 2 pack Gloves with Cut Resistant Level 5 Protection, 1 anti-slip cloth and 1 lemon-squeezer for Seafood Lovers\", \"asin\": \"B0DR9DSTRG\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n {\"title\": \"Oyster Shucking Knife Clam Knife Shucker Shellfish Seafood Opener with Non Slip Handle and Level 5 Protection Food Grade Cut Resistant Gloves(XL)\", \"asin\": \"B083BTBRB2\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Winco KCL-3 7.5-Inch Oyster/Clam Knife with 3.5-Inch Blade, Medium, Stainless Steel, Tan\", \"asin\": \"B001VZ8R5S\", \"price\": \"$5.71\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"HiCoup Oyster Shucking Knife and Glove Kit - Clam and Oyster Knife Shucker Set with Stainless Steel Seafood Opener Tool, Wood Handle and Gloves\\ufeff\", \"asin\": \"B00VQFE1MQ\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n {\"title\": \"TANG SONG 8PCS Oyster Knife Oyster Shucking Knife Oyster Shucker Oyster Opener Oyster Clam Pearl Shell Shucking Knife With Wood Handle\", \"asin\": \"B07JZ27DFP\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T19:30:45.273Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-10T19:30:45.273Z
click
suggested_term
rule
2025-04-10T19:30:45.273Z
train
1,297
2025-04-10T19:30:45.273Z
click
suggested_term
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": 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"action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", 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"action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", 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"other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": 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Kitchen, BBQ, Restaurant & Party Essential Tools", "asin": "B0CMZJNL2N", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "Dexter-Russell (S134PCP) - 3\" Boston-Style Oyster Knife - Sani-Safe Series", "asin": "B001EQAMQQ", "price": "$18.61", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "Toadfish Oyster Shucking Knife - Oyster Shucker Opener Tool - Professional Edition", "asin": "B078HCFMJ5", "price": "$38.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "Toadfish Oyster Shucking Knife, Oyster Opener Tool, PUT 'EM BACK Oyster Knife by Toadfish", "asin": "B06ZZ3NL57", "price": "$32.12", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "Nonley Oyster Shucking Knife - 2 Pack Professional Oyster Knife for All Kinds of Shells & Oysters, Durable Oyster Shucker Tools for Home & Restaurant Use", "asin": "B0DT449LF7", "price": "$8.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"}, {"title": "Handmade Oyster Shucker Knife Damascus Oyster Shucking Knife with sheath 6.5 inches Seafood Opening Knife Tool", "asin": "B0DJ34JKLL", "price": "$34.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "Victorinox Oyster Knife 3-Inch Narrow Boston Style Blade, Red SuperGrip Handle", "asin": "B003ED8M4G", "price": "$19.86", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Only 7 left in stock - order soon."}, {"title": "Trudeau Oyster Knife, One Size, Tropical", "asin": "B071WKMWK1", "price": "$11.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "Winco Oyster/Clam Knife, Stainless Steel", "asin": "B001F7O2RE", "price": "$6.03", "delivery": " Two-Day FREE delivery Sat, Apr 12"}, {"title": "MGTECH 10 Pcs Oyster Shucking Knives, Bulk Oyster Shucker Clam Opener", "asin": "B0BVMB617V", "price": "$18.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "SPEENSUN Oyster Shucking Knife, Oyster Knife, Shucking Knife Not Easy to Break and Bend, More Secure with Oyster Shucking Knife and Gloves (2 Knife and 1 Glove L), Best Oyster Shucking Set", "asin": "B07SQW3LTW", "price": "$19.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "Toadfish Oyster Shucker's Bundle, Oyster Knife Shucker Set - Oyster Shucking Knives & Cut-Resistant Shucking Cloth, Seafood Opener Kit Tools Gift", "asin": "B07T8ZHND8", "price": "$68.00", "delivery": " Two-Day FREE delivery Sat, Apr 12"}, {"title": "BUBBA Shucking Knife - Oyster Shucking Knife with 2.5\" Stainless Steel Curved Tip Blade with Non-Slip Grip Handle", "asin": "B07YNKCPG4", "price": "$21.95", "delivery": " Two-Day FREE delivery Sat, Apr 12"}, {"title": "Oyster Shucking Knife, Commercial Grade Clam and Shellfish tool With Ergonomic Grip And Anti-Slip Handle, Good For Home Restaurant Kitchen And Outdoor Use, Yellow/Silver (1 Count)", "asin": "B07K63PRRL", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "Oyster Shucking Knife - Oyster Knife Shucker for Opening Clams, Scallops, Shellfish - Stainless Steel Blade, Non-Slip Ergonomic Handle - Kitchen Tool for Chefs, Cooks - Set of 2 Knives", "asin": "B07BDQN4T1", "price": "$12.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "Oyster Shucking Knife,Stainless Steel Oyster Knife with Bottle Opener for Clam,Oyster Scallop In Shell(Black)", "asin": "B0DL1SC2YP", "price": "$3.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "RSVP International Endurance Collection Seafood Tool, Oyster Knife, Stainless Steel", "asin": "B000F7DTDI", "price": "$11.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "Oyster Shucking Set- High Performance Level 5 Protection Food Grade Cut Resistant Gloves with 3.5\u2019\u2019 Stainless steel Oyster Knife", "asin": "B01MRORYIY", "price": "$13.95", "delivery": "FREE delivery Sun, Apr 13"}, {"title": "Oyster Shucking Knife, Stainless Steel Oyster Shucker with Wooden Handle Oyster Clam Shucking Opener Seafood Scallops Opener Tool for All Kinds of Shells and Oysters", "asin": "B0DP73Q6L3", "price": "$5.29", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "R Murphy/Ramelson New Haven Oyster Knife Shucker (Regular) - Shucking Clamming Seafood - Made in the USA", "asin": "B00KBUNNE4", "price": "$39.50", "delivery": "FREE delivery Apr 16 - 21 Or fastest delivery Mon, Apr 14"}, {"title": "8 Pack Oyster Knife Oyster Shucking Knives - Food Grade Stainless Shucker Oyster Shuckers with Non Slip Handle for Clam Crab Shellfish Seafood Opener", "asin": "B07NVCZKMG", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Only 15 left in stock - order soon."}, {"title": "Swissmar Shucker Paddy Original Oyster Shucking Knife \u2013 Ergonomic Dual Axis Oyster Shucker Tool with 3\" / 7.6 CM Stainless Steel Blade - Perfect for kitchen Collections \u2013 Non-Slip Handle, Yellow", "asin": "B00MG3RPN4", "price": "$19.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "Oyster Shucking Knife, 2.75\" New Haven Style Oyster Shucker Clam Knife with Non-Slip Poly Handle, Seafood Opener Seafood Tools (Black)", "asin": "B091GPT7MK", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "6PCS Oyster Knife with Non-Slip Grip Handle Oyster Shucking Knife Opener Set Clam and Shell Tool Party Supply", "asin": "B07PR3C7H6", "price": "$14.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"}, {"title": "Dalstrong Clam Oyster Knife- 3\u201d Shellfish & Oyster Shucker Clamp Knife - Gladiator Series Elite - Forged HC German Steel - Crab Eating Utensils- G10 Handle - W/Sheath- NSF Certified", "asin": "B086LKWZ82", "price": "$75.00", "delivery": "FREE delivery Sun, Apr 13"}, {"title": "Oyster Shucking Knife and Gloves Set Included 2pcs Oyster Shucker Opener New Haven Style, Cut Resistant Glove Professional Guard (1Cloth+1Squeezer)", "asin": "B07X2SHWZL", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "Dexter-Russell (S137PCP) - 4\" Galveston-Style Oyster Knife - Sani-Safe Series", "asin": "B000KI9UNA", "price": "$24.98", "delivery": "FREE delivery Mon, Apr 14 Only 3 left in stock - order soon."}, {"title": "Oyster Shucker, Oyster Shucking Knife for Oyster Clam Pearl Shell Shucking, 2 Set Oyster Shucking Tool Kit, 2 Stainless Steel Oyster Knifes with Wooden Handle 2 Pairs Oyster Shucking Gloves", "asin": "B0CZD86CRD", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "UJ Ramelson Co R Murphy New Haven Oyster Knife Shucker (Green Handle)", "asin": "B01LWK71S7", "price": "$23.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "Oyster Shucking Knife, Oyster Shucker,2 Set Sturdy Sharpness Oyster Knife, 2 pack Gloves with Cut Resistant Level 5 Protection, 1 anti-slip cloth and 1 lemon-squeezer for Seafood Lovers", "asin": "B0DR9DSTRG", "price": "$13.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"}, {"title": "Oyster Shucking Knife Clam Knife Shucker Shellfish Seafood Opener with Non Slip Handle and Level 5 Protection Food Grade Cut Resistant Gloves(XL)", "asin": "B083BTBRB2", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "Winco KCL-3 7.5-Inch Oyster/Clam Knife with 3.5-Inch Blade, Medium, Stainless Steel, Tan", "asin": "B001VZ8R5S", "price": "$5.71", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "HiCoup Oyster Shucking Knife and Glove Kit - Clam and Oyster Knife Shucker Set with Stainless Steel Seafood Opener Tool, Wood Handle and Gloves\ufeff", "asin": "B00VQFE1MQ", "price": "$15.99", "delivery": "FREE delivery Sun, Apr 13"}, {"title": "TANG SONG 8PCS Oyster Knife Oyster Shucking Knife Oyster Shucker Oyster Opener Oyster Clam Pearl Shell Shucking Knife With Wood Handle", "asin": "B07JZ27DFP", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-10T19:30:45.273Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>suggested_term</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>suggested_term</answer_argument>", "index": 1297, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": 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\"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"Oyster knives \"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$311.37\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Oyster Knife Shucker Set Oyster Shucking Knife and Gloves Cut Resistant Level 5 Protection Seafood Opener Kit Tools Gift(2knifes+2Glove+1Cloth)\", \"asin\": \"B07L9QTLNQ\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Oyster Shucking Knife - Oyster Knife Shucker for Opening Clams, Scallops, Shellfish - Stainless Steel Blade, Non-Slip Ergonomic Handle - Kitchen Tool for Chefs, Cooks - Set of 4 Knives\", \"asin\": \"B07BDRF94F\", \"price\": \"$23.95\", \"quantity\": \"\"},\n {\"title\": \"Oyster Shucking Knife Set of 2 - Professional Oyster Knife Shucker Clam Opener Kit in Lovely Box - Bonus Ebook and Brochure Included\", \"asin\": \"B07994XTLL\", \"price\": \"$64.97\", \"quantity\": \"\"},\n {\"title\": \"Oyster Shucking Knife,Stainless Steel Oyster Knife for Oyster Clam Scallop In Shell(White)\", \"asin\": \"B0BYFGDVKT\", \"price\": \"$6.29\", \"quantity\": \"\"},\n {\"title\": \"SPEENSUN Oyster Shucking Knife, Oyster Knife, Oyster Shucker Not Easy to Break and Bend, More Secure with Oyster Shucking Knife Glove (2 Knife and 1 Glove M), Best Oyster Shucking Kit\", \"asin\": \"B07SL31TSX\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"DOMG 10Pcs Oyster Clam Shucking Knife Opener with Wooden Handle\", \"asin\": \"B07PSM3JX9\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Nonley Oyster Shucking Knife - 2 Pack Professional Oyster Knife for All Kinds of Shells & Oysters, Durable Oyster Shucker Tools for Home & Restaurant Use\", \"asin\": \"B0DT449LF7\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Fillet Knife 7 Inch, Super Sharp Boning Knife in High Carbon Stainless Steel, Professional Japanese Fish Knives for Meat Poultry Cutting\", \"asin\": \"B0CKMF6GPZ\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Cutluxe Butcher Knife \\u2013 10\\u2033 Bullnose Carving Knife, Forged High Carbon German Steel \\u2013 Full Tang & Razor Sharp \\u2013 Ergonomic Handle Design \\u2013 Artisan Series\", \"asin\": \"B098JQJJ96\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"HENCKELS Forged Accent Razor-Sharp 2-pc Paring Knife Set, White Handle, German Engineered Informed by 100+ Years of Mastery\", \"asin\": \"B09RTDR12Q\", \"price\": \"$29.99\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"ZeroPone Oyster Clam Opener Machine Adjustable Oyster Shucker Machine Oyster Shucker Tool Set Including Knives, Glove and g-Clip, Seafood Tools for Hotel Family Buffet\",\n \"asin\": \"B097ZM35WF\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Oyster Knife Shucker Set Oyster Shucking Knife and Gloves Cut Resistant Level 5 Protection Seafood Opener Kit Tools Gift(2knifes+2Glove+1Cloth)\", \"asin\": \"B07L9QTLNQ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"SPEENSUN Oyster Shucking Knife, Oyster Knife, Shucking Knife Not Easy to Break and Bend, More Secure with Oyster Shucking Knife and Gloves (2 Knife and 1 Glove L), Best Oyster Shucking Set\", \"asin\": \"B07SQW3LTW\", \"price\": \"$19.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife,Oyster Shucker,2 Set Sturdy Sharpness Oyster Knife With Comfort Wood-handle,Oyster Shucking Kit With 1 Pairs Of Level 5 Protection Cut-resistant Gloves(L) For Oyster Clam\", \"asin\": \"B097Q3524X\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife Set of 2 Stainless Steel Oyster Knifes and 2 Pairs Level 5 Cut-Resistant Gloves\\uff0cOyster Knives Suitable for All Kinds of Shells and Oysters Shucking\", \"asin\": \"B0BKG4TRSZ\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife,Stainless Steel Oyster Knife for Oyster Clam Scallop In Shell(White)\", \"asin\": \"B0BYFGDVKT\", \"price\": \"$6.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Knife Shucker Set Oyster Shucking Knife and Gloves Cut Resistant Level 5 Protection Seafood Opener Kit Tools Gift(2knifes+2Glove+1Cloth)\", \"asin\": \"B07L9QTLNQ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"OXO Good Grips Stainless Steel Non-Slip Oyster Knife,Black/Silver\", \"asin\": \"B00004OCLC\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Nonley Oyster Shucking Knife, 8 Pack Oyster Knife Shucker Set Oysters Shucker Clam Knives, Seafood Opener Seafood Tools\", \"asin\": \"B0BN1T4DFB\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Dexter-Russell \\u2013 2.75\\\" New Haven Style Oyster Knife - Sani-Safe Series, Carbon Steel, medium, Original version\", \"asin\": \"B004NG98L4\", \"price\": \"$17.72\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Nonley Oyster Shucking Knife, 12 Pack Oyster Shucker With Comfort Wood-Handle for All Kinds of Shells & Oysters, Durable Oyster Shucker Tools for Home & Restaurant Use\", \"asin\": \"B0CPF1Q89G\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"DOMG 10Pcs Oyster Clam Shucking Knife Opener with Wooden Handle\", \"asin\": \"B07PSM3JX9\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife - Oyster Knife Shucker for Opening Clams, Scallops, Shellfish - Stainless Steel Blade, Non-Slip Ergonomic Handle - Kitchen Tool for Chefs, Cooks - Set of 2 Knives\", \"asin\": \"B07BDQN4T1\", \"price\": \"$12.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife Set of 2 - Professional Oyster Knife Shucker Clam Opener Kit in Lovely Box - Bonus Ebook and Brochure Included\", \"asin\": \"B07994XTLL\", \"price\": \"$64.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Minatee 30 Pcs Oyster Shucking Knife Stainless Steel Shucker Oyster Opener with Non Slip Handle for Clam Crab Kitchen Shrimp Shellfish Seafood Tools, 5.79 Inch(Black)\", \"asin\": \"B0BQ8T79KT\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n {\"title\": \"Damascus Steel Oyster Shucking Knife Handmade Oyster Shucker Knife Oyster Opener Tool Rosewood, Bone and Turquoise Handle With Leather Sheath\", \"asin\": \"B0CK6VF921\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Only 11 left in stock - order soon.\"},\n {\"title\": \"Oyster Shucking Knife,Stainless Steel Oyster Knife for Oyster Clam Scallop In Shell(White)\", \"asin\": \"B0BYFGDVKT\", \"price\": \"$6.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife Set of 2 Stainless Steel Oyster Knifes and 2 Pairs Level 5 Cut-Resistant Gloves\\uff0cOyster Knives Suitable for All Kinds of Shells and Oysters Shucking\", \"asin\": \"B0BKG4TRSZ\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife,Oyster Shucker,2 Set Sturdy Sharpness Oyster Knife With Comfort Wood-handle,Oyster Shucking Kit With 1 Pairs Of Level 5 Protection Cut-resistant Gloves(L) For Oyster Clam\", \"asin\": \"B097Q3524X\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Mercer Culinary Boston Style Oyster Knife with Poly Handle, 3 Inch, White\", \"asin\": \"B06ZZBH1VQ\", \"price\": \"$13.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Dowellife Cut Resistant Gloves Food Grade Level 5 Protection, Safety Kitchen Cut Gloves for Chef Oyster Shucking Mandolin Knife Butcher Meat Cutting\", \"asin\": \"B06XBGR2L9\", \"price\": \"$8.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Clam Opener Machine Adjustable Oyster Shucker Machine Oyster Shucker Tool Set Including Knives, Glove and g-Clip, Seafood Tools for Hotel Family Buffet\", \"asin\": \"B097ZM35WF\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Nonley Oyster Shucking Knife, 8 Pack Oyster Knife Shucker Set Oysters Shucker Clam Knives, Seafood Opener Seafood Tools\", \"asin\": \"B0BN1T4DFB\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Knife Shucker Set Oyster Shucking Knife with Wooden holder Oyster Shucking Clamp Seafood Tools (Black)\", \"asin\": \"B0DNG5JHY6\", \"price\": \"$15.77\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n {\"title\": \"Tarpop 16 Pieces Oyster Shucking Knife Set 8 Stainless Steel Oyster Shuckers Bulk 8 Level 5 Protection Cut Resistant Gloves Seafood Opener Tool Kit for Clam Pearl Shell Shucking\", \"asin\": \"B0BK9BVLSK\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Minatee 30 Pcs Oyster Shucking Knife Stainless Steel Shucker Oyster Opener with Non Slip Handle for Clam Crab Kitchen Shrimp Shellfish Seafood Tools, 5.79 Inch(Black)\", \"asin\": \"B0BQ8T79KT\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n {\"title\": \"R. Murphy/Ramelson Duxbury Oyster Knife - As Seen in Bon Appetit Magazine - Shellfish Seafood Clam Shucker Tool - Made in USA\", \"asin\": \"B0123LXNLQ\", \"price\": \"$21.02\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Kit - Knife Set With Stainless Steel Blade and Non-slip Handle (2 Knives + 2 Gloves)\", \"asin\": \"B0BNFY6DMT\", \"price\": \"$8.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"DOMG 10Pcs Oyster Clam Shucking Knife Opener with Wooden Handle\", \"asin\": \"B07PSM3JX9\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Tarpop 16 Pieces Oyster Shucking Knife Set 8 Stainless Steel Oyster Shuckers Bulk 8 Level 5 Protection Cut Resistant Gloves Seafood Opener Tool Kit for Clam Pearl Shell Shucking\", \"asin\": \"B0BK9BVLSK\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"6pc Oyster Shucking Knife Set - Professional Stainless Steel Blades, Anti-Slip Ergonomic Handle, Dishwasher Safe - Kitchen, BBQ, Restaurant & Party Essential Tools\", \"asin\": \"B0CMZJNL2N\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Dexter-Russell (S134PCP) - 3\\\" Boston-Style Oyster Knife - Sani-Safe Series\", \"asin\": \"B001EQAMQQ\", \"price\": \"$18.61\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Toadfish Oyster Shucking Knife - Oyster Shucker Opener Tool - Professional Edition\", \"asin\": \"B078HCFMJ5\", \"price\": \"$38.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Toadfish Oyster Shucking Knife, Oyster Opener Tool, PUT 'EM BACK Oyster Knife by Toadfish\", \"asin\": \"B06ZZ3NL57\", \"price\": \"$32.12\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Nonley Oyster Shucking Knife - 2 Pack Professional Oyster Knife for All Kinds of Shells & Oysters, Durable Oyster Shucker Tools for Home & Restaurant Use\", \"asin\": \"B0DT449LF7\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n {\"title\": \"Handmade Oyster Shucker Knife Damascus Oyster Shucking Knife with sheath 6.5 inches Seafood Opening Knife Tool\", \"asin\": \"B0DJ34JKLL\", \"price\": \"$34.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Victorinox Oyster Knife 3-Inch Narrow Boston Style Blade, Red SuperGrip Handle\", \"asin\": \"B003ED8M4G\", \"price\": \"$19.86\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Only 7 left in stock - order soon.\"},\n {\"title\": \"Trudeau Oyster Knife, One Size, Tropical\", \"asin\": \"B071WKMWK1\", \"price\": \"$11.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Winco Oyster/Clam Knife, Stainless Steel\", \"asin\": \"B001F7O2RE\", \"price\": \"$6.03\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n {\"title\": \"MGTECH 10 Pcs Oyster Shucking Knives, Bulk Oyster Shucker Clam Opener\", \"asin\": \"B0BVMB617V\", \"price\": \"$18.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"SPEENSUN Oyster Shucking Knife, Oyster Knife, Shucking Knife Not Easy to Break and Bend, More Secure with Oyster Shucking Knife and Gloves (2 Knife and 1 Glove L), Best Oyster Shucking Set\", \"asin\": \"B07SQW3LTW\", \"price\": \"$19.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Toadfish Oyster Shucker's Bundle, Oyster Knife Shucker Set - Oyster Shucking Knives & Cut-Resistant Shucking Cloth, Seafood Opener Kit Tools Gift\", \"asin\": \"B07T8ZHND8\", \"price\": \"$68.00\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n {\"title\": \"BUBBA Shucking Knife - Oyster Shucking Knife with 2.5\\\" Stainless Steel Curved Tip Blade with Non-Slip Grip Handle\", \"asin\": \"B07YNKCPG4\", \"price\": \"$21.95\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n {\"title\": \"Oyster Shucking Knife, Commercial Grade Clam and Shellfish tool With Ergonomic Grip And Anti-Slip Handle, Good For Home Restaurant Kitchen And Outdoor Use, Yellow/Silver (1 Count)\", \"asin\": \"B07K63PRRL\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife - Oyster Knife Shucker for Opening Clams, Scallops, Shellfish - Stainless Steel Blade, Non-Slip Ergonomic Handle - Kitchen Tool for Chefs, Cooks - Set of 2 Knives\", \"asin\": \"B07BDQN4T1\", \"price\": \"$12.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife,Stainless Steel Oyster Knife with Bottle Opener for Clam,Oyster Scallop In Shell(Black)\", \"asin\": \"B0DL1SC2YP\", \"price\": \"$3.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"RSVP International Endurance Collection Seafood Tool, Oyster Knife, Stainless Steel\", \"asin\": \"B000F7DTDI\", \"price\": \"$11.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Set- High Performance Level 5 Protection Food Grade Cut Resistant Gloves with 3.5\\u2019\\u2019 Stainless steel Oyster Knife\", \"asin\": \"B01MRORYIY\", \"price\": \"$13.95\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n {\"title\": \"Oyster Shucking Knife, Stainless Steel Oyster Shucker with Wooden Handle Oyster Clam Shucking Opener Seafood Scallops Opener Tool for All Kinds of Shells and Oysters\", \"asin\": \"B0DP73Q6L3\", \"price\": \"$5.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"R Murphy/Ramelson New Haven Oyster Knife Shucker (Regular) - Shucking Clamming Seafood - Made in the USA\", \"asin\": \"B00KBUNNE4\", \"price\": \"$39.50\", \"delivery\": \"FREE delivery Apr 16 - 21 Or fastest delivery Mon, Apr 14\"},\n {\"title\": \"8 Pack Oyster Knife Oyster Shucking Knives - Food Grade Stainless Shucker Oyster Shuckers with Non Slip Handle for Clam Crab Shellfish Seafood Opener\", \"asin\": \"B07NVCZKMG\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Only 15 left in stock - order soon.\"},\n {\"title\": \"Swissmar Shucker Paddy Original Oyster Shucking Knife \\u2013 Ergonomic Dual Axis Oyster Shucker Tool with 3\\\" / 7.6 CM Stainless Steel Blade - Perfect for kitchen Collections \\u2013 Non-Slip Handle, Yellow\", \"asin\": \"B00MG3RPN4\", \"price\": \"$19.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife, 2.75\\\" New Haven Style Oyster Shucker Clam Knife with Non-Slip Poly Handle, Seafood Opener Seafood Tools (Black)\", \"asin\": \"B091GPT7MK\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"6PCS Oyster Knife with Non-Slip Grip Handle Oyster Shucking Knife Opener Set Clam and Shell Tool Party Supply\", \"asin\": \"B07PR3C7H6\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n {\"title\": \"Dalstrong Clam Oyster Knife- 3\\u201d Shellfish & Oyster Shucker Clamp Knife - Gladiator Series Elite - Forged HC German Steel - Crab Eating Utensils- G10 Handle - W/Sheath- NSF Certified\", \"asin\": \"B086LKWZ82\", \"price\": \"$75.00\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n {\"title\": \"Oyster Shucking Knife and Gloves Set Included 2pcs Oyster Shucker Opener New Haven Style, Cut Resistant Glove Professional Guard (1Cloth+1Squeezer)\", \"asin\": \"B07X2SHWZL\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Dexter-Russell (S137PCP) - 4\\\" Galveston-Style Oyster Knife - Sani-Safe Series\", \"asin\": \"B000KI9UNA\", \"price\": \"$24.98\", \"delivery\": \"FREE delivery Mon, Apr 14 Only 3 left in stock - order soon.\"},\n {\"title\": \"Oyster Shucker, Oyster Shucking Knife for Oyster Clam Pearl Shell Shucking, 2 Set Oyster Shucking Tool Kit, 2 Stainless Steel Oyster Knifes with Wooden Handle 2 Pairs Oyster Shucking Gloves\", \"asin\": \"B0CZD86CRD\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"UJ Ramelson Co R Murphy New Haven Oyster Knife Shucker (Green Handle)\", \"asin\": \"B01LWK71S7\", \"price\": \"$23.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife, Oyster Shucker,2 Set Sturdy Sharpness Oyster Knife, 2 pack Gloves with Cut Resistant Level 5 Protection, 1 anti-slip cloth and 1 lemon-squeezer for Seafood Lovers\", \"asin\": \"B0DR9DSTRG\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n {\"title\": \"Oyster Shucking Knife Clam Knife Shucker Shellfish Seafood Opener with Non Slip Handle and Level 5 Protection Food Grade Cut Resistant Gloves(XL)\", \"asin\": \"B083BTBRB2\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Winco KCL-3 7.5-Inch Oyster/Clam Knife with 3.5-Inch Blade, Medium, Stainless Steel, Tan\", \"asin\": \"B001VZ8R5S\", \"price\": \"$5.71\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"HiCoup Oyster Shucking Knife and Glove Kit - Clam and Oyster Knife Shucker Set with Stainless Steel Seafood Opener Tool, Wood Handle and Gloves\\ufeff\", \"asin\": \"B00VQFE1MQ\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n {\"title\": \"TANG SONG 8PCS Oyster Knife Oyster Shucking Knife Oyster Shucker Oyster Opener Oyster Clam Pearl Shell Shucking Knife With Wood Handle\", \"asin\": \"B07JZ27DFP\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T19:30:45.273Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": 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2 Pack Professional Oyster Knife for All Kinds of Shells & Oysters, Durable Oyster Shucker Tools for Home & Restaurant Use\", \"asin\": \"B0DT449LF7\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"BIUWING Oyster Shucker Machine, Oyster Clam Opener Tool Set, Oyster Opener Machine (Upgraded)\", \"asin\": \"B099K67L4F\", \"price\": \"$39.99\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Rockland Guard Oyster Shucking Set- High Performance Level 5 Protection Food Grade Cut Resistant Gloves with 3.5\\u2019\\u2019 Stainless steel Oyster Knife\",\n \"asin\": \"B01MRORYIY\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Oyster Shucking Set- High Performance Level 5 Protection Food Grade Cut Resistant Gloves with 3.5\\u2019\\u2019 Stainless steel Oyster Knife\", \"asin\": \"B01MRORYIY\", \"price\": \"$13.95\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n {\"title\": \"Oyster Shucking Knife Set of 2 Stainless Steel Oyster Knifes and 2 Pairs Level 5 Cut-Resistant Gloves\\uff0cOyster Knives Suitable for All Kinds of Shells and Oysters Shucking\", \"asin\": \"B0BKG4TRSZ\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Dowellife Cut Resistant Gloves Protection, Safety Kitchen Cuts Gloves for Oyster Shucking, Fish Fillet Processing, Mandolin Slicing, Meat Cutting and Wood Carving, 1 Pair (Small)\", \"asin\": \"B06XC11FL8\", \"price\": \"$8.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Schwer SlicePro ANSI A9 Cut Resistant Glove PR1706, Stainless Steel Mesh Metal Glove, Food Grade for Kitchen Cooking, Butcher Meat Cutting, Oyster Shucking, Mandoline, PFAS Free (L, 1 PCS)\", \"asin\": \"B07CTFYTZK\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife and Gloves Set - Premium Oyster Knife and Oyster Shucking Glove Kit - Professional Oyster Shucker Clam Knife Oyster Opener Tool in Lovely Box - Bonus Ebook and Brochure Included\", \"asin\": \"B082XL23RR\", \"price\": \"$64.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Knife Shucker Set Oyster Shucking Knife and Gloves Cut Resistant Level 5 Protection Seafood Opener Kit Tools Gift(2knifes+2Glove+1Cloth)\", \"asin\": \"B07L9QTLNQ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife Set of 2 Stainless Steel Oyster Knifes and 2 Pairs Level 5 Cut-Resistant Gloves\\uff0cOyster Knives Suitable for All Kinds of Shells and Oysters Shucking\", \"asin\": \"B0BKG4TRSZ\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Tarpop 16 Pieces Oyster Shucking Knife Set 8 Stainless Steel Oyster Shuckers Bulk 8 Level 5 Protection Cut Resistant Gloves Seafood Opener Tool Kit for Clam Pearl Shell Shucking\", \"asin\": \"B0BK9BVLSK\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Set- High Performance Level 5 Protection Food Grade Cut Resistant Gloves with 3.5\\u2019\\u2019 Stainless steel Oyster Knife\", \"asin\": \"B01MRORYIY\", \"price\": \"$13.95\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n {\"title\": \"Oyster Shucking Knife,Oyster Shucker,2 Set Sturdy Sharpness Oyster Knife With Comfort Wood-handle,Oyster Shucking Kit With 1 Pairs Of Level 5 Protection Cut-resistant Gloves(L) For Oyster Clam\", \"asin\": \"B097Q3524X\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"6pcs Oyster Shucking Knife Gloves Set,2pcs Stainless Steel Oyster Knives with Wooden Handle,2 Pairs Level 5 Cut Resistant Protection Gloves M&L,Knife Shucker for Seafood Oysters Clam Shell Shucking\", \"asin\": \"B0CSK1P97X\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n {\"title\": \"Schwer ProGuard-X Highest Level Cut Resistant Stainless Steel Metal Mesh Chainmail Glove PM5201 Butcher Glove for Meat Cutting Food Processing Knife Sharpening Oyster Shucking Kitchen Fish Fillet, S\", \"asin\": \"B07DHL5SGH\", \"price\": \"$42.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucker, Oyster Shucking Knife for Oyster Clam Pearl Shell Shucking, 2 Set Oyster Shucking Tool Kit, 2 Stainless Steel Oyster Knifes with Wooden Handle 2 Pairs Oyster Shucking Gloves\", \"asin\": \"B0CZD86CRD\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife Clam Knife Shucker Shellfish Seafood Opener with Non Slip Handle and Level 5 Protection Food Grade Cut Resistant Gloves(XL)\", \"asin\": \"B083BTBRB2\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife and Glove Set - Oyster Shucker Kit with 2pcs Knife, 1pair Level5 Protection Gloves, 1pc Kitchen Cloth - Seafood Opener Tools in Storage Bag (Black) - Great Gifts\", \"asin\": \"B0CR8MBKW8\", \"price\": \"$20.78\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucker, Oyster Shucking Knife for Oyster Clam Pearl Shell Shucking, 2 Set Oyster Shucking Tool Kit, 2 Stainless Steel Oyster Knifes with Wooden Handle 2 Pairs Oyster Shucking Gloves\", \"asin\": \"B0CZD86CRD\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife, Oyster Shucker,2 Set Sturdy Sharpness Oyster Knife, 2 pack Gloves with Cut Resistant Level 5 Protection, 1 anti-slip cloth and 1 lemon-squeezer for Seafood Lovers\", \"asin\": \"B0DR9DSTRG\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n {\"title\": \"Dowellife Cut Resistant Gloves Food Grade Level 5 Protection, Safety Kitchen Cut Gloves for Chef Oyster Shucking Mandolin Knife Butcher Meat Cutting\", \"asin\": \"B06XBSZ1TY\", \"price\": \"$8.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife and Gloves Set Included 2pcs Oyster Shucker Opener New Haven Style, Cut Resistant Glove Professional Guard (1Cloth+1Squeezer)\", \"asin\": \"B07X2SHWZL\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"SPEENSUN Oyster Shucking Knife, Oyster Knife, Oyster Shucker Not Easy to Break and Bend, More Secure with Oyster Shucking Knife Glove (2 Knife and 1 Glove M), Best Oyster Shucking Kit\", \"asin\": \"B07SL31TSX\", \"price\": \"$19.95\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n {\"title\": \"Nonley Oyster Shucking Knife, 2 Pack Oyster Knife Shucker Set with Professional Grade Cut Resistant Gloves, Stainless Steel Seafood Opener Tools\", \"asin\": \"B08HHZM9W7\", \"price\": \"$11.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"DOMG 10Pcs Oyster Clam Shucking Knife Opener with Wooden Handle\", \"asin\": \"B07PSM3JX9\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife Set of 2 - Professional Oyster Knife Shucker Clam Opener Kit in Lovely Box - Bonus Ebook and Brochure Included\", \"asin\": \"B07994XTLL\", \"price\": \"$64.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife and Glove Set - Oyster Shucker Kit with 2pcs Knife, 1pair Level5 Protection Gloves, 1pc Kitchen Cloth - Seafood Opener Tools in Storage Bag (Black) - Great Gifts\", \"asin\": \"B0CR8MBKW8\", \"price\": \"$20.78\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife Set, Stainless Steel Oyster Shucker with Wooden Handle and 1 Pair Food Grade Cut Resistant Gloves Seafood Opener Tool for All Kinds of Shells and Oysters (Medium)\", \"asin\": \"B0DP8FC67R\", \"price\": \"$6.59\", \"delivery\": \"FREE delivery Sun, Apr 13 Only 9 left in stock - order soon.\"},\n {\"title\": \"Oyster Shucking Kit - Knife Set With Stainless Steel Blade and Non-slip Handle (2 Knives + 2 Gloves)\", \"asin\": \"B0BNFY6DMT\", \"price\": \"$8.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Nonley Oyster Shucking Knife, 2 Pack Oyster Knife Shucker Set with Professional Grade Cut Resistant Gloves, Stainless Steel Seafood Opener Tools\", \"asin\": \"B08HHZM9W7\", \"price\": \"$11.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife,Oyster Knife,Sturdy Sharpness Oyster Shucking Kit With Comfort Wood-handle,Oyster Knife And Glove Set With 5-leve Protection Food Grade Cut-resistant Glove (L)\", \"asin\": \"B07SN9CN3J\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n {\"title\": \"Nonley Oyster Shucking Knife - 2 Pack Professional Oyster Knife for All Kinds of Shells & Oysters, Durable Oyster Shucker Tools for Home & Restaurant Use\", \"asin\": \"B0DT449LF7\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n {\"title\": \"SPEENSUN Oyster Shucking Knife, Oyster Knife, Oyster Shucker Not Easy to Break and Bend, More Secure with Oyster Shucking Knife Glove (2 Knife and 1 Glove M), Best Oyster Shucking Kit\", \"asin\": \"B07SL31TSX\", \"price\": \"$19.95\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n {\"title\": \"HiCoup Oyster Shucking Knife and Glove Kit - Clam and Oyster Knife Shucker Set with Stainless Steel Seafood Opener Tool, Wood Handle and Gloves\\ufeff\", \"asin\": \"B00VQFE1MQ\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n {\"title\": \"Oyster Shucking Knife,Oyster Shucker Tools,2 Pairs Oyster Knife and Clam Knife,Level 5 Cut-Resistant Gloves(XL),Oyster Opener for Seafood Lovers\", \"asin\": \"B0DNCYHN6S\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n {\"title\": \"NIWIN Oysters Knifes Shucker with Shucking Gloves, 2P Oysters Knives and 2P Larges Glove Seafood Opener Kit Tool, WoodColor\", \"asin\": \"B0DP26BJX6\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Sun, Apr 13 Only 8 left in stock - order soon.\"},\n {\"title\": \"Dowellife Level 9 Cut Resistant Glove Food Grade, Stainless Steel Mesh Metal Knife Cutting Glove for Butcher Oyster Shucking Kitchen Mandoline Chef Slicing Fish Fillet (Medium)\", \"asin\": \"B0963SBR1K\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife and Gloves Set - Premium Oyster Knife and Oyster Shucking Glove Kit - Professional Oyster Shucker Clam Knife Oyster Opener Tool in Lovely Box - Bonus Ebook and Brochure Included\", \"asin\": \"B082XL1YZS\", \"price\": \"$64.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife Clam Knife Shucker Shellfish Seafood Opener with Non Slip Handle and Level 5 Protection Food Grade Cut Resistant Gloves(XL)\", \"asin\": \"B083BTBRB2\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"NoCry Premium Cut Resistant Gloves Food Grade \\u2014 Level 5 Protection; Ambidextrous; Machine Washable; Superior Comfort and Dexterity; Lightweight; Complimentary eBook\", \"asin\": \"B00MXUHHGK\", \"price\": \"$14.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"OXO Good Grips Stainless Steel Non-Slip Oyster Knife,Black/Silver\", \"asin\": \"B00004OCLC\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife Wooden Handle with 2pairs Level-5 Cut Resistant Gloves 2Oyster Shucker Opener for Seafood Tools Set\", \"asin\": \"B0CDH37NP4\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Schwer ProGuard-X Highest Level Cut Resistant Stainless Steel Metal Mesh Chainmail Glove PM5201 Butcher Glove for Meat Cutting Food Processing Knife Sharpening Oyster Shucking Kitchen Fish Fillet, S\", \"asin\": \"B07DHL5SGH\", \"price\": \"$42.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"3 Set Oyster Shucker, Oyster Shucking Knife for Oyster Clam Pearl Shell Shucking, Shucking Tool Kit, 3 Stainless Steel Oyster Knifes with Wooden Handle 3 Pairs Oyster Shucking Gloves\", \"asin\": \"B0DSBLCX7W\", \"price\": \"$20.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Only 8 left in stock - order soon.\"},\n {\"title\": \"Oyster Shucking Knife, Oyster Knife, Oyster Shucker, Oyster Opener, Oyster Shucking Kit, 2 knifes and 1 Gloves Cut Resistant Gloves\", \"asin\": \"B08GSBJLCX\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12 Only 17 left in stock - order soon.\"},\n {\"title\": \"2Oyster Knife Wooden Handle Oyster Shucking Knife Stainless Steel with 2Pairs Level 5 Cut-Resistant Gloves, Oyster Shucker Opener for Kitchen\", \"asin\": \"B0CDH1NBNV\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n {\"title\": \"Cutting Gloves, 2 Pairs of Cut Resistant Gloves Food Grade, Kitchen Gloves for Cutting, Oyster Shucking, Fish Cleaning Gloves, Carving Wood and Gardening(Medium)\", \"asin\": \"B0BNBHNSVJ\", \"price\": \"$9.78\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife+A9 Cut-Resistant Glove with Portable Case,Stainless Steel Oyster Knife and Oyster Shucking Gloves Kit,Heavy Duty Oyster Opener Tool, Oyster Shucker Tool for Chef\", \"asin\": \"B0CJXVFFY3\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n {\"title\": \"Cut Resistant Gloves - 2 PAIRS Small - Food Grade, Level 5 Protection from Kitchen Knives - Great while Shucking Oysters\", \"asin\": \"B07QVB2Z7H\", \"price\": \"$12.45\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"2PCS Oyster Shucking Knife + 4PCS A5 Cut-Resistant Gloves(2M+2L),8\\\" Oyster Knife With Extended Ergonomic Handle,Stainless Steel Oyster Shucker Tool Oyster Opener Tool Oyster Shucking Kit\", \"asin\": \"B0CHRNXFV5\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n {\"title\": \"DOMG Oyster Knife Shucker Set, Wood Handle Oyster Shucking Knife and Cut-resistant Gloves, Clam Shellfish Seafood Opener Kit Tools(2 Knives+1 Pair Gloves L)\", \"asin\": \"B083B9KGKX\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Only 11 left in stock - order soon.\"},\n {\"title\": \"Oyster Shucking Kit with Gloves - 6.5in Oyster Knife with Protective Cover and Medium-Sized Blue Gloves\", \"asin\": \"B09HR94BR4\", \"price\": \"$8.99\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n {\"title\": \"Oyster Shucking Set - Stainless Steel Knife, Wood Clamp Holder, and Cut-Resistant Glove for Seafood Preparation - Protective Tool for Opening Clams and Raw Oysters\", \"asin\": \"B0CSYB7Z3J\", \"price\": \"$18.58\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Schwer ANSI A9 Cut Resistant Glove, Food Grade Stainless Steel wire Mesh Metal Gloves, Knife Cutting Gloves for kitchen Mandoline Slicing Butcher Meat Cutting Oyster Shucking Fish Fillet\\uff08L, 1 PCS\\uff09\", \"asin\": \"B07QKLQT4P\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Stainless Steel Oyster Shucker Tool,Portable Oyster Shucking Knife,Easy to Use Oyster Knife,Oyster Opener Machine for Home Use,Including Two Oyster Shucking Knife,a pair of Glove and one G-Clip.\", \"asin\": \"B0DNPJXDQW\", \"price\": \"$29.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Palksky Oyster Shucking Gloves, Oyster Shucker Tool Protectors Handguard, Oyster Opener Machine Kit, Easy to Use Oyster Holders Seafood Tool (Green-Black\", \"asin\": \"B0CRQXYY39\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Schwer SlicePro ANSI A9 Cut Resistant Gloves PR1501, Food Grade Reliable Cutting Gloves, Mandoline Gloves for Kitchen Meat Cutting, Oyster Shucking, Fish Fillet Processing, Wood Working (1 Pair, M)\", \"asin\": \"B08V8J6MGX\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife Oyster Knives Oyster Knife Set Multifunctional Toadfish Seafood Opener Kit Tools Gift Stainless Steel Handle+Cut-Resistant Gloves (L)\", \"asin\": \"B0DQPM4JTR\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n {\"title\": \"Oyster Shucking Knife German Stainless Steel 1.4116, Sharp Tip Oyster Shucker with Finger Guard, Shuck Oyster Knife Pry Open Shell, 3.2\\\" Opener Tool G10 Handle with Storage Case\", \"asin\": \"B0DHZ1YH7X\", \"price\": \"$28.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Cut Resistant Gloves, Safety Work Gloves Level 5 Protection for Meat Cutting Oyster Shucking Carving Wood Gardening\", \"asin\": \"B0DP77ZJJ2\", \"price\": \"$4.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Level 9 Cut Resistant Kitchen Glove,Food Grade,Machine Washable,Stainless Steel Wire Metal Mesh Safety Work Glove for Mandolin,Meat Cutting,Oyster Shucking,and Wood Working (Large)\", \"asin\": \"B0BTZX47X8\", \"price\": \"$8.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife,Stainless Steel Oyster Knife for Oyster Clam Scallop In Shell(White)\", \"asin\": \"B0BYFGDVKT\", \"price\": \"$6.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"MGTECH 10 Pcs Oyster Shucking Knives, Bulk Oyster Shucker Clam Opener\", \"asin\": \"B0BVMB617V\", \"price\": \"$18.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Dexter-Russell \\u2013 2.75\\\" New Haven Style Oyster Knife - Sani-Safe Series, Carbon Steel, medium, Original version\", \"asin\": \"B004NG98L4\", \"price\": \"$17.72\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucker Tool Set Adjustable Oyster Clam Opener with Shucking Knives Gloves and G-clip\", \"asin\": \"B0D9GP5X8T\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife with 4 Gloves, Stainless Steel Shucker Oyster Knife Set for Ark Shell, Clams\", \"asin\": \"B09BJJJMCH\", \"price\": \"$15.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Only 20 left in stock - order soon.\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T19:32:24.904Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-10T19:32:24.904Z
click_product
B07L9QTLNQ
rule
2025-04-10T19:32:24.904Z
train
1,298
2025-04-10T19:32:24.904Z
click_product
B07L9QTLNQ
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": 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order soon."}, {"title": "Dowellife Level 9 Cut Resistant Glove Food Grade, Stainless Steel Mesh Metal Knife Cutting Glove for Butcher Oyster Shucking Kitchen Mandoline Chef Slicing Fish Fillet (Medium)", "asin": "B0963SBR1K", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "Oyster Shucking Knife and Gloves Set - Premium Oyster Knife and Oyster Shucking Glove Kit - Professional Oyster Shucker Clam Knife Oyster Opener Tool in Lovely Box - Bonus Ebook and Brochure Included", "asin": "B082XL1YZS", "price": "$64.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "Oyster Shucking Knife Clam Knife Shucker Shellfish Seafood Opener with Non Slip Handle and Level 5 Protection Food Grade Cut Resistant Gloves(XL)", "asin": "B083BTBRB2", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "NoCry Premium Cut Resistant Gloves Food Grade \u2014 Level 5 Protection; Ambidextrous; Machine Washable; Superior Comfort and Dexterity; Lightweight; Complimentary eBook", "asin": "B00MXUHHGK", "price": "$14.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "OXO Good Grips Stainless Steel Non-Slip Oyster Knife,Black/Silver", "asin": "B00004OCLC", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "Oyster Shucking Knife Wooden Handle with 2pairs Level-5 Cut Resistant Gloves 2Oyster Shucker Opener for Seafood Tools Set", "asin": "B0CDH37NP4", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "Schwer ProGuard-X Highest Level Cut Resistant Stainless Steel Metal Mesh Chainmail Glove PM5201 Butcher Glove for Meat Cutting Food Processing Knife Sharpening Oyster Shucking Kitchen Fish Fillet, S", "asin": "B07DHL5SGH", "price": "$42.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "3 Set Oyster Shucker, Oyster Shucking Knife for Oyster Clam Pearl Shell Shucking, Shucking Tool Kit, 3 Stainless Steel Oyster Knifes with Wooden Handle 3 Pairs Oyster Shucking Gloves", "asin": "B0DSBLCX7W", "price": "$20.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Only 8 left in stock - order soon."}, {"title": "Oyster Shucking Knife, Oyster Knife, Oyster Shucker, Oyster Opener, Oyster Shucking Kit, 2 knifes and 1 Gloves Cut Resistant Gloves", "asin": "B08GSBJLCX", "price": "$9.99", "delivery": " Two-Day FREE delivery Sat, Apr 12 Only 17 left in stock - order soon."}, {"title": "2Oyster Knife Wooden Handle Oyster Shucking Knife Stainless Steel with 2Pairs Level 5 Cut-Resistant Gloves, Oyster Shucker Opener for Kitchen", "asin": "B0CDH1NBNV", "price": "$13.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"}, {"title": "Cutting Gloves, 2 Pairs of Cut Resistant Gloves Food Grade, Kitchen Gloves for Cutting, Oyster Shucking, Fish Cleaning Gloves, Carving Wood and Gardening(Medium)", "asin": "B0BNBHNSVJ", "price": "$9.78", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "Oyster Shucking Knife+A9 Cut-Resistant Glove with Portable Case,Stainless Steel Oyster Knife and Oyster Shucking Gloves Kit,Heavy Duty Oyster Opener Tool, Oyster Shucker Tool for Chef", "asin": "B0CJXVFFY3", "price": "$59.99", "delivery": "FREE delivery Sun, Apr 13"}, {"title": "Cut Resistant Gloves - 2 PAIRS Small - Food Grade, Level 5 Protection from Kitchen Knives - Great while Shucking Oysters", "asin": "B07QVB2Z7H", "price": "$12.45", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "2PCS Oyster Shucking Knife + 4PCS A5 Cut-Resistant Gloves(2M+2L),8\" Oyster Knife With Extended Ergonomic Handle,Stainless Steel Oyster Shucker Tool Oyster Opener Tool Oyster Shucking Kit", "asin": "B0CHRNXFV5", "price": "$12.99", "delivery": "FREE delivery Sun, Apr 13"}, {"title": "DOMG Oyster Knife Shucker Set, Wood Handle Oyster Shucking Knife and Cut-resistant Gloves, Clam Shellfish Seafood Opener Kit Tools(2 Knives+1 Pair Gloves L)", "asin": "B083B9KGKX", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Only 11 left in stock - order soon."}, {"title": "Oyster Shucking Kit with Gloves - 6.5in Oyster Knife with Protective Cover and Medium-Sized Blue Gloves", "asin": "B09HR94BR4", "price": "$8.99", "delivery": "FREE delivery Mon, Apr 14"}, {"title": "Oyster Shucking Set - Stainless Steel Knife, Wood Clamp Holder, and Cut-Resistant Glove for Seafood Preparation - Protective Tool for Opening Clams and Raw Oysters", "asin": "B0CSYB7Z3J", "price": "$18.58", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "Schwer ANSI A9 Cut Resistant Glove, Food Grade Stainless Steel wire Mesh Metal Gloves, Knife Cutting Gloves for kitchen Mandoline Slicing Butcher Meat Cutting Oyster Shucking Fish Fillet\uff08L, 1 PCS\uff09", "asin": "B07QKLQT4P", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "Stainless Steel Oyster Shucker Tool,Portable Oyster Shucking Knife,Easy to Use Oyster Knife,Oyster Opener Machine for Home Use,Including Two Oyster Shucking Knife,a pair of Glove and one G-Clip.", "asin": "B0DNPJXDQW", "price": "$29.88", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "Palksky Oyster Shucking Gloves, Oyster Shucker Tool Protectors Handguard, Oyster Opener Machine Kit, Easy to Use Oyster Holders Seafood Tool (Green-Black", "asin": "B0CRQXYY39", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "Schwer SlicePro ANSI A9 Cut Resistant Gloves PR1501, Food Grade Reliable Cutting Gloves, Mandoline Gloves for Kitchen Meat Cutting, Oyster Shucking, Fish Fillet Processing, Wood Working (1 Pair, M)", "asin": "B08V8J6MGX", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "Oyster Shucking Knife Oyster Knives Oyster Knife Set Multifunctional Toadfish Seafood Opener Kit Tools Gift Stainless Steel Handle+Cut-Resistant Gloves (L)", "asin": "B0DQPM4JTR", "price": "$15.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"}, {"title": "Oyster Shucking Knife German Stainless Steel 1.4116, Sharp Tip Oyster Shucker with Finger Guard, Shuck Oyster Knife Pry Open Shell, 3.2\" Opener Tool G10 Handle with Storage Case", "asin": "B0DHZ1YH7X", "price": "$28.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "Cut Resistant Gloves, Safety Work Gloves Level 5 Protection for Meat Cutting Oyster Shucking Carving Wood Gardening", "asin": "B0DP77ZJJ2", "price": "$4.69", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "Level 9 Cut Resistant Kitchen Glove,Food Grade,Machine Washable,Stainless Steel Wire Metal Mesh Safety Work Glove for Mandolin,Meat Cutting,Oyster Shucking,and Wood Working (Large)", "asin": "B0BTZX47X8", "price": "$8.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "Oyster Shucking Knife,Stainless Steel Oyster Knife for Oyster Clam Scallop In Shell(White)", "asin": "B0BYFGDVKT", "price": "$6.29", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "MGTECH 10 Pcs Oyster Shucking Knives, Bulk Oyster Shucker Clam Opener", "asin": "B0BVMB617V", "price": "$18.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "Dexter-Russell \u2013 2.75\" New Haven Style Oyster Knife - Sani-Safe Series, Carbon Steel, medium, Original version", "asin": "B004NG98L4", "price": "$17.72", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "Oyster Shucker Tool Set Adjustable Oyster Clam Opener with Shucking Knives Gloves and G-clip", "asin": "B0D9GP5X8T", "price": "$35.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"}, {"title": "Oyster Shucking Knife with 4 Gloves, Stainless Steel Shucker Oyster Knife Set for Ark Shell, Clams", "asin": "B09BJJJMCH", "price": "$15.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Only 20 left in stock - order soon."} ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-10T19:32:24.904Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click_product</answer_action><answer_argument>B07L9QTLNQ</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click_product</answer_action><answer_argument>B07L9QTLNQ</answer_argument>", "index": 1298, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": 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2 PAIRS Small - Food Grade, Level 5 Protection from Kitchen Knives - Great while Shucking Oysters\", \"asin\": \"B07QVB2Z7H\", \"price\": \"$12.45\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"2PCS Oyster Shucking Knife + 4PCS A5 Cut-Resistant Gloves(2M+2L),8\\\" Oyster Knife With Extended Ergonomic Handle,Stainless Steel Oyster Shucker Tool Oyster Opener Tool Oyster Shucking Kit\", \"asin\": \"B0CHRNXFV5\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n {\"title\": \"DOMG Oyster Knife Shucker Set, Wood Handle Oyster Shucking Knife and Cut-resistant Gloves, Clam Shellfish Seafood Opener Kit Tools(2 Knives+1 Pair Gloves L)\", \"asin\": \"B083B9KGKX\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Only 11 left in stock - order soon.\"},\n {\"title\": \"Oyster Shucking Kit with Gloves - 6.5in Oyster Knife with Protective Cover and Medium-Sized Blue Gloves\", \"asin\": \"B09HR94BR4\", \"price\": \"$8.99\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n {\"title\": \"Oyster Shucking Set - Stainless Steel Knife, Wood Clamp Holder, and Cut-Resistant Glove for Seafood Preparation - Protective Tool for Opening Clams and Raw Oysters\", \"asin\": \"B0CSYB7Z3J\", \"price\": \"$18.58\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Schwer ANSI A9 Cut Resistant Glove, Food Grade Stainless Steel wire Mesh Metal Gloves, Knife Cutting Gloves for kitchen Mandoline Slicing Butcher Meat Cutting Oyster Shucking Fish Fillet\\uff08L, 1 PCS\\uff09\", \"asin\": \"B07QKLQT4P\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Stainless Steel Oyster Shucker Tool,Portable Oyster Shucking Knife,Easy to Use Oyster Knife,Oyster Opener Machine for Home Use,Including Two Oyster Shucking Knife,a pair of Glove and one G-Clip.\", \"asin\": \"B0DNPJXDQW\", \"price\": \"$29.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Palksky Oyster Shucking Gloves, Oyster Shucker Tool Protectors Handguard, Oyster Opener Machine Kit, Easy to Use Oyster Holders Seafood Tool (Green-Black\", \"asin\": \"B0CRQXYY39\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Schwer SlicePro ANSI A9 Cut Resistant Gloves PR1501, Food Grade Reliable Cutting Gloves, Mandoline Gloves for Kitchen Meat Cutting, Oyster Shucking, Fish Fillet Processing, Wood Working (1 Pair, M)\", \"asin\": \"B08V8J6MGX\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife Oyster Knives Oyster Knife Set Multifunctional Toadfish Seafood Opener Kit Tools Gift Stainless Steel Handle+Cut-Resistant Gloves (L)\", \"asin\": \"B0DQPM4JTR\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n {\"title\": \"Oyster Shucking Knife German Stainless Steel 1.4116, Sharp Tip Oyster Shucker with Finger Guard, Shuck Oyster Knife Pry Open Shell, 3.2\\\" Opener Tool G10 Handle with Storage Case\", \"asin\": \"B0DHZ1YH7X\", \"price\": \"$28.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Cut Resistant Gloves, Safety Work Gloves Level 5 Protection for Meat Cutting Oyster Shucking Carving Wood Gardening\", \"asin\": \"B0DP77ZJJ2\", \"price\": \"$4.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Level 9 Cut Resistant Kitchen Glove,Food Grade,Machine Washable,Stainless Steel Wire Metal Mesh Safety Work Glove for Mandolin,Meat Cutting,Oyster Shucking,and Wood Working (Large)\", \"asin\": \"B0BTZX47X8\", \"price\": \"$8.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife,Stainless Steel Oyster Knife for Oyster Clam Scallop In Shell(White)\", \"asin\": \"B0BYFGDVKT\", \"price\": \"$6.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"MGTECH 10 Pcs Oyster Shucking Knives, Bulk Oyster Shucker Clam Opener\", \"asin\": \"B0BVMB617V\", \"price\": \"$18.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Dexter-Russell \\u2013 2.75\\\" New Haven Style Oyster Knife - Sani-Safe Series, Carbon Steel, medium, Original version\", \"asin\": \"B004NG98L4\", \"price\": \"$17.72\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucker Tool Set Adjustable Oyster Clam Opener with Shucking Knives Gloves and G-clip\", \"asin\": \"B0D9GP5X8T\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"Oyster Shucking Knife with 4 Gloves, Stainless Steel Shucker Oyster Knife Set for Ark Shell, Clams\", \"asin\": \"B09BJJJMCH\", \"price\": \"$15.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Only 20 left in stock - order soon.\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T19:32:24.904Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": 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X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B07L9QTLNQ\"\n},\n {\n \"title\": \"Oyster Knife Shucker Set Oyster Shucking Knife and Gloves Cut Resistant Level 5 Protection Seafood Opener Kit Tools Gift(2knifes+2Glove+1Cloth)\"\n},\n {\n \"price\": \"$14.99\"\n},\n {\n \"bullet_list\": \"\\u3010AWAY FROM HURT\\u3011Gloves made of Highest Cut Resistance Level Material on the market. Thick knife blade is only sharp where it needs to be. Making it perfect for not only the beginner shucker but professionary. \\u3010NON-SLIP DESIGN\\u3011WENDOM knife have concavo-convex pattern design on handle,soft and comfortable to grip,won't slip in your hand. \\u3010STRONG&DURABLE\\u3011Forged from top quality 3CR13 Stainless Steel&Professionally Sharpened,not like cheap thin blade bent when work. You can easily&effectively open any type of seafood shell. Strength you can trust! \\u3010BEST PRACTICAL&VALUED SET\\u3011Included 2oyster knives,a pair of gloves,anti-slip cloth and a lemon-squeezer for our customer. All in 1 set,can be use for working,party,picnic,BBQ,dinner,travel and so on. \\u3010GREAT AS GIFT\\u3011WENDOM set pack into a exquisite box, great as a birthday or festival gift for oyster lovers,chef,families and friends.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Black\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T19:33:12.574Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-10T19:33:12.574Z
purchase
B07L9QTLNQ
rule
2025-04-10T19:33:12.574Z
train
1,299
2025-04-10T19:33:12.574Z
purchase
B07L9QTLNQ
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:24:35.615Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T04:41:24.014Z", "action": "purchase", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:42:23.694Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:42:47.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:42:50.228Z", "action": "purchase", "action_argument": "B0BHJJ9Y77"} {"timestamp": "2025-04-06T18:56:22.124Z", "action": "input", "action_argument": "Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels"} {"timestamp": "2025-04-06T18:56:28.564Z", "action": "click_product", "action_argument": "B0DNSM7PQQ"} {"timestamp": "2025-04-06T18:56:36.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:01.381Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:13.479Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:17.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:31.023Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:57:39.774Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T18:58:39.213Z", "action": "purchase", "action_argument": "B0DP46K526"} {"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"} {"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"} {"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"} {"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"} {"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"} {"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"} {"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"} {"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"} {"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"} {"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"} {"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:01.677Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:03.781Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:39.589Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:40.513Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:36:42.788Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:37:56.237Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-06T20:37:59.746Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"} {"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"} {"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"} {"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "} {"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "oyster knives and gloves" } ], "cart_items": [ {"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.74", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)", "asin": "B0F1RKXGXZ", "price": "$229.99", "quantity": "1"}, {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$311.37", "quantity": "1"}, {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"} ], "product_details": [ { "asin": "B07L9QTLNQ" }, { "title": "Oyster Knife Shucker Set Oyster Shucking Knife and Gloves Cut Resistant Level 5 Protection Seafood Opener Kit Tools Gift(2knifes+2Glove+1Cloth)" }, { "price": "$14.99" }, { "bullet_list": "\u3010AWAY FROM HURT\u3011Gloves made of Highest Cut Resistance Level Material on the market. Thick knife blade is only sharp where it needs to be. Making it perfect for not only the beginner shucker but professionary. \u3010NON-SLIP DESIGN\u3011WENDOM knife have concavo-convex pattern design on handle,soft and comfortable to grip,won't slip in your hand. \u3010STRONG&DURABLE\u3011Forged from top quality 3CR13 Stainless Steel&Professionally Sharpened,not like cheap thin blade bent when work. You can easily&effectively open any type of seafood shell. Strength you can trust! \u3010BEST PRACTICAL&VALUED SET\u3011Included 2oyster knives,a pair of gloves,anti-slip cloth and a lemon-squeezer for our customer. All in 1 set,can be use for working,party,picnic,BBQ,dinner,travel and so on. \u3010GREAT AS GIFT\u3011WENDOM set pack into a exquisite box, great as a birthday or festival gift for oyster lovers,chef,families and friends." } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Color": "Black" } ] } <|observation_end|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-10T19:33:12.574Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>purchase</answer_action><answer_argument>B07L9QTLNQ</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>purchase</answer_action><answer_argument>B07L9QTLNQ</answer_argument>", "index": 1299, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:24:35.615Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T04:41:24.014Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:42:23.694Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:42:47.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:42:50.228Z\", \"action\": \"purchase\", \"action_argument\": \"B0BHJJ9Y77\"}\n{\"timestamp\": \"2025-04-06T18:56:22.124Z\", \"action\": \"input\", \"action_argument\": \"Shoe Glue Sole Repair Adhesive Waterproof Clear Shoe Repair Glue for Sneakers, Boots, Leather, Handbags, Soles, Heels\"}\n{\"timestamp\": \"2025-04-06T18:56:28.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNSM7PQQ\"}\n{\"timestamp\": \"2025-04-06T18:56:36.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:01.381Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:13.479Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:17.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:31.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:57:39.774Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T18:58:39.213Z\", \"action\": \"purchase\", \"action_argument\": \"B0DP46K526\"}\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"oyster knives and gloves\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$311.37\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B07L9QTLNQ\"\n},\n {\n \"title\": \"Oyster Knife Shucker Set Oyster Shucking Knife and Gloves Cut Resistant Level 5 Protection Seafood Opener Kit Tools Gift(2knifes+2Glove+1Cloth)\"\n},\n {\n \"price\": \"$14.99\"\n},\n {\n \"bullet_list\": \"\\u3010AWAY FROM HURT\\u3011Gloves made of Highest Cut Resistance Level Material on the market. Thick knife blade is only sharp where it needs to be. Making it perfect for not only the beginner shucker but professionary. \\u3010NON-SLIP DESIGN\\u3011WENDOM knife have concavo-convex pattern design on handle,soft and comfortable to grip,won't slip in your hand. \\u3010STRONG&DURABLE\\u3011Forged from top quality 3CR13 Stainless Steel&Professionally Sharpened,not like cheap thin blade bent when work. You can easily&effectively open any type of seafood shell. Strength you can trust! \\u3010BEST PRACTICAL&VALUED SET\\u3011Included 2oyster knives,a pair of gloves,anti-slip cloth and a lemon-squeezer for our customer. All in 1 set,can be use for working,party,picnic,BBQ,dinner,travel and so on. \\u3010GREAT AS GIFT\\u3011WENDOM set pack into a exquisite box, great as a birthday or festival gift for oyster lovers,chef,families and friends.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Black\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T19:33:12.574Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }