<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). 
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the  <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. 

<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product. 
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}

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

3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}

4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. 
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>

<|memory_start|>
{"timestamp": "2025-04-06T06:44:11.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:44:35.141Z", "action": "click_product", "action_argument": "B07MFMWFYL"}
{"timestamp": "2025-04-14T09:28:29.443Z", "action": "click_product", "action_argument": "B07MFMWFYL"}
{"timestamp": "2025-04-14T09:28:55.430Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-14T09:30:43.745Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T09:30:45.119Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T09:30:59.192Z", "action": "click_product", "action_argument": "B00F1U0YB4"}
{"timestamp": "2025-04-14T09:36:18.314Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-14T09:36:18.356Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-14T09:37:18.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-14T09:37:18.355Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-14T09:38:05.522Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-14T09:38:05.694Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-14T09:38:53.835Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-14T09:38:53.865Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-14T09:39:25.435Z", "action": "purchase", "action_argument": "B01NCJSM2T, B00F1U0YB4, B0043P0IAK, B0BSNXFDML"}
{"timestamp": "2025-04-14T09:43:54.630Z", "action": "click_product", "action_argument": "B0DRFCSMFZ"}
{"timestamp": "2025-04-14T09:44:10.071Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T09:44:10.186Z", "action": "click", "action_argument": "other"}
<|memory_end|>

<|action_start|>
{"timestamp": "2025-04-14T23:39:33.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T23:39:41.508Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-14T23:39:57.190Z", "action": "input", "action_argument": "g r"}
{"timestamp": "2025-04-14T23:39:57.217Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T23:39:57.271Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T23:39:57.312Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>

<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
  "search_term": [
    {
  "term": ""
}
  ],
  "cart_items": [
    {"title": "Land Guard 4-Pack Fabric Grow Bags 5 Gallon, 300G Thickened Nonwoven Plant Grow Bags, Grow Pots for Plants, Growing Bags with Handles, Planting Bags for Vegetables, Black", "asin": "B0DRFCSMFZ", "price": "$6.99", "quantity": "1"},
    {"title": "Finish - All in 1 - Dishwasher Detergent - Powerball - Dishwashing Tablets - Dish Tabs - Fresh Scent, 94 Count (Pack of 1) - Packaging May Vary", "asin": "B06XX33G82", "price": "$27.83", "quantity": "1"},
    {"title": "MRS. MEYER'S CLEAN DAY Liquid Hand Soap Refill, Rainwater, 33 OZ", "asin": "B07MFMWFYL", "price": "$8.58", "quantity": "1"},
    {"title": "NEENCA Professional Knee Brace for Knee Pain, Hinged Knee Support with Patented X-Strap Fixing System, Strong Stability for Pain Relief, Arthritis, Meniscus Tear, ACL, PCL, MCL, Runner, Sport, Workout", "asin": "B0CQNJCMV4", "price": "$59.89", "quantity": "1"},
    {"title": "NEENCA Professional Knee Brace for Knee Pain, Adjustable Hinged Knee Support with Removable Side Stabilizers, Strong Stability for Joint Pain Relief, Arthritis, Meniscus Tear, ACL, PCL, Runner, Sports", "asin": "B0C3H9DF62", "price": "$54.98", "quantity": "1"},
    {"title": "KGOI Knee Brace for Women & Men for Acl/Pcl/Mcl, Meniscus Tear, Ligament/Sports Injuries, Arthritis (OA), Knee Joint Pain Relief & Support (Black, Size-5) CHECK SIZE CHART FOR BEST FIT (PIC 2&3)", "asin": "B0D4M1MWV6", "price": "$169.00", "quantity": "1"},
    {"title": "Corsair Vengeance RGB Pro 16GB (2x8GB) DDR4 3600 (PC4-28800) C18 1.35V Desktop Memory - White (CMH16GX4M2D3600C18W)", "asin": "B08SQ75MP7", "price": "$54.99", "quantity": "1"},
    {"title": "RISEN Cohesive Bandage 2\u201d x 5 Yards, 6 Rolls, Self Adherent Wrap Medical Tape, Adhesive Flexible Breathable First Aid Gauze Ideal for Stretch Athletic", "asin": "B07QX71PL2", "price": "$7.99", "quantity": "1"},
    {"title": "Scotchgard Outdoor Water Shield, Water Repellent Spray for Outdoor Summer and Spring Gear and Patio Furniture, Fabric Spray for Protection Against the Rainy Spring Weather, 13 oz", "asin": "B01M5BI455", "price": "$7.39", "quantity": "1"},
    {"title": "Auto Cloth Changing Mini Mop, 360\u00b0Rotating Auto Cloth Changing Mop with Reusable Rags for Bathroom & Kitchen, Changing Towel Without Touching Dirty, Lightweight (Purple,71cm/28in)", "asin": "B0DJF89H61", "price": "$7.99", "quantity": "1"},
    {"title": "MOIPEJO LED Flashlight Gloves, Gifts for Men Him Boyfriend Husband, Cool Gadget Finger Lights Waterproof for Camping Fishing Repairing, Fathers Day Christmas Birthday Gift", "asin": "B08ZJQCZJ4", "price": "$22.99", "quantity": "1"},
    {"title": "Nature's Bounty Vitamin D3 K2 Supplement, 4000 IU Vitamin D3 Plus 100 mcg of Vitamin K for Heart & Bone Health Support, 30 Day Supply, 30 Vegetarian Capsules, K2 + D3 Supplements for Adults", "asin": "B0CXZKYFF9", "price": "$12.82", "quantity": "1"},
    {"title": "ZeroWater Official 5-Stage Water Filter for Replacement, NSF Certified to Reduce Lead, Other Heavy Metals and PFOA/PFOS, 4-Pack, White", "asin": "B00C7N7L1E", "price": "$48.59", "quantity": "1"},
    {"title": "ZeroWater Official Replacement Filter - 5-Stage 0 TDS Filter Replacement - System IAPMO Certified to Reduce Lead, Chromium, and PFOA/PFOS, 2-Pack", "asin": "B001CUQ1C8", "price": "$27.99", "quantity": "1"},
    {"title": "AIDEA Microfiber Cleaning Cloth 24 Pack, 12inx16in Microfiber Towel for Cars, Soft & Absorbent Microfiber Towels, Lint Free Cleaning Cloth, Premium Wash Cloth for House, Kitchen, Car, Shop Towels", "asin": "B0BSF59334", "price": "$9.99", "quantity": "1"},
    {"title": "USANOOKS Microfiber Cleaning Cloth Grey - 12 Pcs (12.5\"x12.5\") - High Performance - 1200 Washes, Ultra Absorbent Microfiber Towel Weave Grime & Liquid for Streak-Free Mirror Shine - Car Washing Cloth", "asin": "B08BRJHJF9", "price": "$8.98", "quantity": "1"},
    {"title": "Eyelash Extension Glue, Extra Strong Professional Eyelash Glue, 1 Sec Drying time, 7-9 Weeks Retention, lash Extension Glue or Semi-Permanent Eyelash Extensions (0.17fl.oz / 5ml)", "asin": "B0C9MLMDTC", "price": "$4.99", "quantity": "1"},
    {"title": "BUYDEEM G553 5-Quart Electric Food Steamer for Cooking, One Touch Vegetable Steamer, Digital Multifunctional Steamer, Quick Steam in 60s, Stainless Steel Steamer Tray, No Stew Pots Included", "asin": "B0C3RGFNKM", "price": "$219.99", "quantity": "1"},
    {"title": "Av\u00e8ne Thermal Spring Water, Soothing Calming Facial Mist Spray for Sensitive Skin, 10.1 Oz", "asin": "B002D48QUC", "price": "$19.00", "quantity": "1"},
    {"title": "CreazyBee Vegetable Planting Mounting Potassium Dihydrogen Phosphate Fertilizer for Home Garden Veggies, Flowers, Herbs Planting, No Chlorine, Low Salt Index, Soluble in Water (White)", "asin": "B087255QHB", "price": "$16.98", "quantity": "1"},
    {"title": "Machine Learning System Design Interview", "asin": "1736049127", "price": "$31.00", "quantity": "1"},
    {"title": "Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems", "asin": "1098125975", "price": "$53.99", "quantity": "1"},
    {"title": "Holikme 7 Pack Deep Cleaning Brush Set, Scrub Pads with Scraper Tip for Pool Walls, Bathroom, Grout, Floor, Tub, Shower and Kitchen Surface, Abrasive Wheel Brushes (Green)", "asin": "B088NFBS3B", "price": "$7.95", "quantity": "1"}
  ],
  "promotion_items": [
    {"title": "4-Pack Fabric Grow Bags 5 Gallon, 300G Thickened Nonwoven Plant Grow Bags, Grow Pots for Plants, Growing Bags with Handles, Planting Bags for Vegetables, Black", "price": "$6.99"},
    {"title": "NYONG 12-Pack 25 Gallon Thickened Non-Woven Grow Bags, Aeration Fabric Pots with Handles\uff08Black\uff09", "asin": "B0CFTM8C72", "price": "$35.99", "quantity": ""},
    {"title": "10 Pack 20 Gallon Plant Grow Bags Heavy Duty Aeration Fabric Pots Thickened Nonwoven Plant Grow Bags with Handles", "asin": "B0CH2TPQY6", "price": "$30.99", "quantity": ""},
    {"title": "20-Pack 3 Gallon Grow Bags Heavy Duty Aeration Fabric Pots Thickened Nonwoven Fabric Pots Plant Grow Bags", "asin": "B08Q3GKKZ9", "price": "$25.99", "quantity": ""},
    {"title": "5 Pcs Grow Bags Plant Grow Bags Multi-Purpose Nonwoven Fabric Pots with Durable Handles,Outdoor Garden Plant Pots for Vegetables Fruits Flowers Herb Succulent Bonsai Plants", "asin": "B0D86SCZGN", "price": "$11.99", "quantity": ""},
    {"title": "Grow Bags for Potato 5-Gallon: 10 Pack Black 350G Heavy Duty Thickened Fabric Pots with Handles & Labels - Nonwoven Gardening Containers for Growing Plants Vegetable Fruit Tomato Flowers Herbs", "asin": "B0CQLRPX2V", "price": "$14.99", "quantity": ""},
    {"title": "24-Pack 7 Gallon Thickened Non-Woven Grow Bags, Aeration Fabric Pots with Handles", "asin": "B0BX62H3PW", "price": "$33.99", "quantity": ""},
    {"title": "Garden Grow Bags 1 Gallon 10 Pack Plant Growing Bags Small Fabric Pots for Planting, Vegetable", "asin": "B086DH9WVF", "price": "$12.99", "quantity": ""},
    {"title": "5 Pack 5 Gallon Plant Grow Bags, 400G Thick Nonwoven Fabric Pots with Multi-Purpose Rings and Handles, Reusable for Low Stress Plant Training Fruits, Vegetables and Flowers", "asin": "B0DMR4RYZ2", "price": "$13.49", "quantity": ""},
    {"title": "10 Pack 15 Gallon Grow Bags with Labels, 300G Thickened Nonwoven Plant Fabric Pots with Handles, Aeration Garden Grow Pots for Tomato Potato Vegetables, Fruits, Flowers, Black", "asin": "B0DQ3VC44H", "price": "$20.99", "quantity": ""},
    {"title": "10Pack 10 Gallon Potato Grow Bags,Grow Bags for Vegetable with Window, Double Layer Premium Breathable Nonwoven Cloth for Potato/Plant Container/Aeration Fabric Pots with Handles in Green", "asin": "B086WWNLVF", "price": "$32.99", "quantity": ""},
    {"title": "24-Pack 10 Gallon Thickened Non-Woven Grow Bags, Aeration Fabric Pots with Handles", "asin": "B0BYN6C5TX", "price": "$35.99", "quantity": ""},
    {"title": "10 Pack 15 Gallon Grow Bags with Labels, 300G Thickened Nonwoven Plant Fabric Pots with Handles, Aeration Garden Grow Pots for Tomato Potato Vegetables, Fruits, Flowers, Tan", "asin": "B0DQ4D7RKQ", "price": "$21.99", "quantity": ""},
    {"title": "1 Gallon 100 Pack Grow Bags Black and White Panda Film Containers Thick Plastic Bag for Plants, Seedling and Rooting, Square Shape", "asin": "B0DVQWDM7X", "price": "$16.99", "quantity": ""},
    {"title": "5 Pcs Grow Bags Plant Grow Bags Multi-Purpose Nonwoven Fabric Pots with Durable Handles,Outdoor Garden Plant Pots for Vegetables Fruits Flowers Herb Succulent Bonsai Plants", "asin": "B0D86NFYPS", "price": "$24.99", "quantity": ""},
    {"title": "5-Pack Grow Bags 3 Gallon Thickened Plant Grow Bags Multi-Purpose Nonwoven Fabric Pots with Durable Handles, Outdoor Garden Plant Pots for Fruits Vegetables Flowers Herb Bonsai Plants, Black", "asin": "B0D1KN4S17", "price": "$13.99", "quantity": ""},
    {"title": "5-Pack Grow Bags 5 Gallon Thickened Plant Grow Bags Multi-Purpose Nonwoven Fabric Pots with Durable Handles, Outdoor Garden Plant Pots for Fruits Vegetables Flowers Herb Bonsai Plants, Gray", "asin": "B0D1KPBW91", "price": "$19.99", "quantity": ""},
    {"title": "12-Pack 5 Gallon Grow Bags Heavy Duty Aeration Fabric Pots Thickened Nonwoven Fabric Pots Plant Grow Bags Grey", "asin": "B08Q37DZN6", "price": "$17.99", "quantity": ""},
    {"title": "20 Pack 5 Gallon Grow Bags Heavy Duty Aeration Fabric Pots Thickened Nonwoven Garden Plant Growing Bags with Handles for Planting", "asin": "B07QP6JJGY", "price": "$28.99", "quantity": ""},
    {"title": "6-Pack 15-Gallon Grow Bags with 2 Flaps and Reinforced Handles,Non-Woven Potato Grow Bags, Heavy-Duty Thickened Aeration Fabric Pots for Potatoes, Tomatoes, Flowers, and Vegetables", "asin": "B0DQPKGXZ4", "price": "$39.99", "quantity": ""},
    {"title": "Grow Bags for Potato Planting 5-Gallon: 6 Pack Heavy Duty 350G Thickened Tomato Planter Bags with Handles - Fabric Pots Nonwoven Felt Garden Bags for Growing Vegetable Fruit Flower with Plant Labels", "asin": "B0DHTL9ZX1", "price": "$19.99", "quantity": ""}
  ]
}
<|observation_end|>

# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-14T23:41:03.652Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"

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

user
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). 
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the  <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. 

<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product. 
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}

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

3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}

4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. 
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>

<|memory_start|>
{"timestamp": "2025-04-06T06:44:11.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:44:35.141Z", "action": "click_product", "action_argument": "B07MFMWFYL"}
{"timestamp": "2025-04-14T09:28:29.443Z", "action": "click_product", "action_argument": "B07MFMWFYL"}
{"timestamp": "2025-04-14T09:28:55.430Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-14T09:30:43.745Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T09:30:45.119Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T09:30:59.192Z", "action": "click_product", "action_argument": "B00F1U0YB4"}
{"timestamp": "2025-04-14T09:36:18.314Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-14T09:36:18.356Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-14T09:37:18.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-14T09:37:18.355Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-14T09:38:05.522Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-14T09:38:05.694Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-14T09:38:53.835Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-14T09:38:53.865Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-14T09:39:25.435Z", "action": "purchase", "action_argument": "B01NCJSM2T, B00F1U0YB4, B0043P0IAK, B0BSNXFDML"}
{"timestamp": "2025-04-14T09:43:54.630Z", "action": "click_product", "action_argument": "B0DRFCSMFZ"}
{"timestamp": "2025-04-14T09:44:10.071Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T09:44:10.186Z", "action": "click", "action_argument": "other"}
<|memory_end|>

<|action_start|>
{"timestamp": "2025-04-14T23:39:33.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T23:39:41.508Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-14T23:39:57.190Z", "action": "input", "action_argument": "g r"}
{"timestamp": "2025-04-14T23:39:57.217Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T23:39:57.271Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T23:39:57.312Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>

<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
  "search_term": [
    {
  "term": ""
}
  ],
  "cart_items": [
    {"title": "Land Guard 4-Pack Fabric Grow Bags 5 Gallon, 300G Thickened Nonwoven Plant Grow Bags, Grow Pots for Plants, Growing Bags with Handles, Planting Bags for Vegetables, Black", "asin": "B0DRFCSMFZ", "price": "$6.99", "quantity": "1"},
    {"title": "Finish - All in 1 - Dishwasher Detergent - Powerball - Dishwashing Tablets - Dish Tabs - Fresh Scent, 94 Count (Pack of 1) - Packaging May Vary", "asin": "B06XX33G82", "price": "$27.83", "quantity": "1"},
    {"title": "MRS. MEYER'S CLEAN DAY Liquid Hand Soap Refill, Rainwater, 33 OZ", "asin": "B07MFMWFYL", "price": "$8.58", "quantity": "1"},
    {"title": "NEENCA Professional Knee Brace for Knee Pain, Hinged Knee Support with Patented X-Strap Fixing System, Strong Stability for Pain Relief, Arthritis, Meniscus Tear, ACL, PCL, MCL, Runner, Sport, Workout", "asin": "B0CQNJCMV4", "price": "$59.89", "quantity": "1"},
    {"title": "NEENCA Professional Knee Brace for Knee Pain, Adjustable Hinged Knee Support with Removable Side Stabilizers, Strong Stability for Joint Pain Relief, Arthritis, Meniscus Tear, ACL, PCL, Runner, Sports", "asin": "B0C3H9DF62", "price": "$54.98", "quantity": "1"},
    {"title": "KGOI Knee Brace for Women & Men for Acl/Pcl/Mcl, Meniscus Tear, Ligament/Sports Injuries, Arthritis (OA), Knee Joint Pain Relief & Support (Black, Size-5) CHECK SIZE CHART FOR BEST FIT (PIC 2&3)", "asin": "B0D4M1MWV6", "price": "$169.00", "quantity": "1"},
    {"title": "Corsair Vengeance RGB Pro 16GB (2x8GB) DDR4 3600 (PC4-28800) C18 1.35V Desktop Memory - White (CMH16GX4M2D3600C18W)", "asin": "B08SQ75MP7", "price": "$54.99", "quantity": "1"},
    {"title": "RISEN Cohesive Bandage 2\u201d x 5 Yards, 6 Rolls, Self Adherent Wrap Medical Tape, Adhesive Flexible Breathable First Aid Gauze Ideal for Stretch Athletic", "asin": "B07QX71PL2", "price": "$7.99", "quantity": "1"},
    {"title": "Scotchgard Outdoor Water Shield, Water Repellent Spray for Outdoor Summer and Spring Gear and Patio Furniture, Fabric Spray for Protection Against the Rainy Spring Weather, 13 oz", "asin": "B01M5BI455", "price": "$7.39", "quantity": "1"},
    {"title": "Auto Cloth Changing Mini Mop, 360\u00b0Rotating Auto Cloth Changing Mop with Reusable Rags for Bathroom & Kitchen, Changing Towel Without Touching Dirty, Lightweight (Purple,71cm/28in)", "asin": "B0DJF89H61", "price": "$7.99", "quantity": "1"},
    {"title": "MOIPEJO LED Flashlight Gloves, Gifts for Men Him Boyfriend Husband, Cool Gadget Finger Lights Waterproof for Camping Fishing Repairing, Fathers Day Christmas Birthday Gift", "asin": "B08ZJQCZJ4", "price": "$22.99", "quantity": "1"},
    {"title": "Nature's Bounty Vitamin D3 K2 Supplement, 4000 IU Vitamin D3 Plus 100 mcg of Vitamin K for Heart & Bone Health Support, 30 Day Supply, 30 Vegetarian Capsules, K2 + D3 Supplements for Adults", "asin": "B0CXZKYFF9", "price": "$12.82", "quantity": "1"},
    {"title": "ZeroWater Official 5-Stage Water Filter for Replacement, NSF Certified to Reduce Lead, Other Heavy Metals and PFOA/PFOS, 4-Pack, White", "asin": "B00C7N7L1E", "price": "$48.59", "quantity": "1"},
    {"title": "ZeroWater Official Replacement Filter - 5-Stage 0 TDS Filter Replacement - System IAPMO Certified to Reduce Lead, Chromium, and PFOA/PFOS, 2-Pack", "asin": "B001CUQ1C8", "price": "$27.99", "quantity": "1"},
    {"title": "AIDEA Microfiber Cleaning Cloth 24 Pack, 12inx16in Microfiber Towel for Cars, Soft & Absorbent Microfiber Towels, Lint Free Cleaning Cloth, Premium Wash Cloth for House, Kitchen, Car, Shop Towels", "asin": "B0BSF59334", "price": "$9.99", "quantity": "1"},
    {"title": "USANOOKS Microfiber Cleaning Cloth Grey - 12 Pcs (12.5\"x12.5\") - High Performance - 1200 Washes, Ultra Absorbent Microfiber Towel Weave Grime & Liquid for Streak-Free Mirror Shine - Car Washing Cloth", "asin": "B08BRJHJF9", "price": "$8.98", "quantity": "1"},
    {"title": "Eyelash Extension Glue, Extra Strong Professional Eyelash Glue, 1 Sec Drying time, 7-9 Weeks Retention, lash Extension Glue or Semi-Permanent Eyelash Extensions (0.17fl.oz / 5ml)", "asin": "B0C9MLMDTC", "price": "$4.99", "quantity": "1"},
    {"title": "BUYDEEM G553 5-Quart Electric Food Steamer for Cooking, One Touch Vegetable Steamer, Digital Multifunctional Steamer, Quick Steam in 60s, Stainless Steel Steamer Tray, No Stew Pots Included", "asin": "B0C3RGFNKM", "price": "$219.99", "quantity": "1"},
    {"title": "Av\u00e8ne Thermal Spring Water, Soothing Calming Facial Mist Spray for Sensitive Skin, 10.1 Oz", "asin": "B002D48QUC", "price": "$19.00", "quantity": "1"},
    {"title": "CreazyBee Vegetable Planting Mounting Potassium Dihydrogen Phosphate Fertilizer for Home Garden Veggies, Flowers, Herbs Planting, No Chlorine, Low Salt Index, Soluble in Water (White)", "asin": "B087255QHB", "price": "$16.98", "quantity": "1"},
    {"title": "Machine Learning System Design Interview", "asin": "1736049127", "price": "$31.00", "quantity": "1"},
    {"title": "Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems", "asin": "1098125975", "price": "$53.99", "quantity": "1"},
    {"title": "Holikme 7 Pack Deep Cleaning Brush Set, Scrub Pads with Scraper Tip for Pool Walls, Bathroom, Grout, Floor, Tub, Shower and Kitchen Surface, Abrasive Wheel Brushes (Green)", "asin": "B088NFBS3B", "price": "$7.95", "quantity": "1"}
  ],
  "promotion_items": [
    {"title": "4-Pack Fabric Grow Bags 5 Gallon, 300G Thickened Nonwoven Plant Grow Bags, Grow Pots for Plants, Growing Bags with Handles, Planting Bags for Vegetables, Black", "price": "$6.99"},
    {"title": "NYONG 12-Pack 25 Gallon Thickened Non-Woven Grow Bags, Aeration Fabric Pots with Handles\uff08Black\uff09", "asin": "B0CFTM8C72", "price": "$35.99", "quantity": ""},
    {"title": "10 Pack 20 Gallon Plant Grow Bags Heavy Duty Aeration Fabric Pots Thickened Nonwoven Plant Grow Bags with Handles", "asin": "B0CH2TPQY6", "price": "$30.99", "quantity": ""},
    {"title": "20-Pack 3 Gallon Grow Bags Heavy Duty Aeration Fabric Pots Thickened Nonwoven Fabric Pots Plant Grow Bags", "asin": "B08Q3GKKZ9", "price": "$25.99", "quantity": ""},
    {"title": "5 Pcs Grow Bags Plant Grow Bags Multi-Purpose Nonwoven Fabric Pots with Durable Handles,Outdoor Garden Plant Pots for Vegetables Fruits Flowers Herb Succulent Bonsai Plants", "asin": "B0D86SCZGN", "price": "$11.99", "quantity": ""},
    {"title": "Grow Bags for Potato 5-Gallon: 10 Pack Black 350G Heavy Duty Thickened Fabric Pots with Handles & Labels - Nonwoven Gardening Containers for Growing Plants Vegetable Fruit Tomato Flowers Herbs", "asin": "B0CQLRPX2V", "price": "$14.99", "quantity": ""},
    {"title": "24-Pack 7 Gallon Thickened Non-Woven Grow Bags, Aeration Fabric Pots with Handles", "asin": "B0BX62H3PW", "price": "$33.99", "quantity": ""},
    {"title": "Garden Grow Bags 1 Gallon 10 Pack Plant Growing Bags Small Fabric Pots for Planting, Vegetable", "asin": "B086DH9WVF", "price": "$12.99", "quantity": ""},
    {"title": "5 Pack 5 Gallon Plant Grow Bags, 400G Thick Nonwoven Fabric Pots with Multi-Purpose Rings and Handles, Reusable for Low Stress Plant Training Fruits, Vegetables and Flowers", "asin": "B0DMR4RYZ2", "price": "$13.49", "quantity": ""},
    {"title": "10 Pack 15 Gallon Grow Bags with Labels, 300G Thickened Nonwoven Plant Fabric Pots with Handles, Aeration Garden Grow Pots for Tomato Potato Vegetables, Fruits, Flowers, Black", "asin": "B0DQ3VC44H", "price": "$20.99", "quantity": ""},
    {"title": "10Pack 10 Gallon Potato Grow Bags,Grow Bags for Vegetable with Window, Double Layer Premium Breathable Nonwoven Cloth for Potato/Plant Container/Aeration Fabric Pots with Handles in Green", "asin": "B086WWNLVF", "price": "$32.99", "quantity": ""},
    {"title": "24-Pack 10 Gallon Thickened Non-Woven Grow Bags, Aeration Fabric Pots with Handles", "asin": "B0BYN6C5TX", "price": "$35.99", "quantity": ""},
    {"title": "10 Pack 15 Gallon Grow Bags with Labels, 300G Thickened Nonwoven Plant Fabric Pots with Handles, Aeration Garden Grow Pots for Tomato Potato Vegetables, Fruits, Flowers, Tan", "asin": "B0DQ4D7RKQ", "price": "$21.99", "quantity": ""},
    {"title": "1 Gallon 100 Pack Grow Bags Black and White Panda Film Containers Thick Plastic Bag for Plants, Seedling and Rooting, Square Shape", "asin": "B0DVQWDM7X", "price": "$16.99", "quantity": ""},
    {"title": "5 Pcs Grow Bags Plant Grow Bags Multi-Purpose Nonwoven Fabric Pots with Durable Handles,Outdoor Garden Plant Pots for Vegetables Fruits Flowers Herb Succulent Bonsai Plants", "asin": "B0D86NFYPS", "price": "$24.99", "quantity": ""},
    {"title": "5-Pack Grow Bags 3 Gallon Thickened Plant Grow Bags Multi-Purpose Nonwoven Fabric Pots with Durable Handles, Outdoor Garden Plant Pots for Fruits Vegetables Flowers Herb Bonsai Plants, Black", "asin": "B0D1KN4S17", "price": "$13.99", "quantity": ""},
    {"title": "5-Pack Grow Bags 5 Gallon Thickened Plant Grow Bags Multi-Purpose Nonwoven Fabric Pots with Durable Handles, Outdoor Garden Plant Pots for Fruits Vegetables Flowers Herb Bonsai Plants, Gray", "asin": "B0D1KPBW91", "price": "$19.99", "quantity": ""},
    {"title": "12-Pack 5 Gallon Grow Bags Heavy Duty Aeration Fabric Pots Thickened Nonwoven Fabric Pots Plant Grow Bags Grey", "asin": "B08Q37DZN6", "price": "$17.99", "quantity": ""},
    {"title": "20 Pack 5 Gallon Grow Bags Heavy Duty Aeration Fabric Pots Thickened Nonwoven Garden Plant Growing Bags with Handles for Planting", "asin": "B07QP6JJGY", "price": "$28.99", "quantity": ""},
    {"title": "6-Pack 15-Gallon Grow Bags with 2 Flaps and Reinforced Handles,Non-Woven Potato Grow Bags, Heavy-Duty Thickened Aeration Fabric Pots for Potatoes, Tomatoes, Flowers, and Vegetables", "asin": "B0DQPKGXZ4", "price": "$39.99", "quantity": ""},
    {"title": "Grow Bags for Potato Planting 5-Gallon: 6 Pack Heavy Duty 350G Thickened Tomato Planter Bags with Handles - Fabric Pots Nonwoven Felt Garden Bags for Growing Vegetable Fruit Flower with Plant Labels", "asin": "B0DHTL9ZX1", "price": "$19.99", "quantity": ""}
  ]
}
<|observation_end|>

# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-14T23:41:03.652Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"

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

<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). 
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the  <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. 

<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product. 
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}

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

3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}

4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. 
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>

<|memory_start|>
{"timestamp": "2025-04-06T06:44:11.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:44:35.141Z", "action": "click_product", "action_argument": "B07MFMWFYL"}
{"timestamp": "2025-04-14T09:28:29.443Z", "action": "click_product", "action_argument": "B07MFMWFYL"}
{"timestamp": "2025-04-14T09:28:55.430Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-14T09:30:43.745Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T09:30:45.119Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T09:30:59.192Z", "action": "click_product", "action_argument": "B00F1U0YB4"}
{"timestamp": "2025-04-14T09:36:18.314Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-14T09:36:18.356Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-14T09:37:18.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-14T09:37:18.355Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-14T09:38:05.522Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-14T09:38:05.694Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-14T09:38:53.835Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-14T09:38:53.865Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-14T09:39:25.435Z", "action": "purchase", "action_argument": "B01NCJSM2T, B00F1U0YB4, B0043P0IAK, B0BSNXFDML"}
{"timestamp": "2025-04-14T09:43:54.630Z", "action": "click_product", "action_argument": "B0DRFCSMFZ"}
{"timestamp": "2025-04-14T09:44:10.071Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T09:44:10.186Z", "action": "click", "action_argument": "other"}
<|memory_end|>

<|action_start|>
{"timestamp": "2025-04-14T23:39:33.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T23:39:41.508Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-14T23:39:57.190Z", "action": "input", "action_argument": "g r"}
{"timestamp": "2025-04-14T23:39:57.217Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T23:39:57.271Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T23:39:57.312Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>

<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
  "search_term": [
    {
  "term": ""
}
  ],
  "cart_items": [
    {"title": "Land Guard 4-Pack Fabric Grow Bags 5 Gallon, 300G Thickened Nonwoven Plant Grow Bags, Grow Pots for Plants, Growing Bags with Handles, Planting Bags for Vegetables, Black", "asin": "B0DRFCSMFZ", "price": "$6.99", "quantity": "1"},
    {"title": "Finish - All in 1 - Dishwasher Detergent - Powerball - Dishwashing Tablets - Dish Tabs - Fresh Scent, 94 Count (Pack of 1) - Packaging May Vary", "asin": "B06XX33G82", "price": "$27.83", "quantity": "1"},
    {"title": "MRS. MEYER'S CLEAN DAY Liquid Hand Soap Refill, Rainwater, 33 OZ", "asin": "B07MFMWFYL", "price": "$8.58", "quantity": "1"},
    {"title": "NEENCA Professional Knee Brace for Knee Pain, Hinged Knee Support with Patented X-Strap Fixing System, Strong Stability for Pain Relief, Arthritis, Meniscus Tear, ACL, PCL, MCL, Runner, Sport, Workout", "asin": "B0CQNJCMV4", "price": "$59.89", "quantity": "1"},
    {"title": "NEENCA Professional Knee Brace for Knee Pain, Adjustable Hinged Knee Support with Removable Side Stabilizers, Strong Stability for Joint Pain Relief, Arthritis, Meniscus Tear, ACL, PCL, Runner, Sports", "asin": "B0C3H9DF62", "price": "$54.98", "quantity": "1"},
    {"title": "KGOI Knee Brace for Women & Men for Acl/Pcl/Mcl, Meniscus Tear, Ligament/Sports Injuries, Arthritis (OA), Knee Joint Pain Relief & Support (Black, Size-5) CHECK SIZE CHART FOR BEST FIT (PIC 2&3)", "asin": "B0D4M1MWV6", "price": "$169.00", "quantity": "1"},
    {"title": "Corsair Vengeance RGB Pro 16GB (2x8GB) DDR4 3600 (PC4-28800) C18 1.35V Desktop Memory - White (CMH16GX4M2D3600C18W)", "asin": "B08SQ75MP7", "price": "$54.99", "quantity": "1"},
    {"title": "RISEN Cohesive Bandage 2\u201d x 5 Yards, 6 Rolls, Self Adherent Wrap Medical Tape, Adhesive Flexible Breathable First Aid Gauze Ideal for Stretch Athletic", "asin": "B07QX71PL2", "price": "$7.99", "quantity": "1"},
    {"title": "Scotchgard Outdoor Water Shield, Water Repellent Spray for Outdoor Summer and Spring Gear and Patio Furniture, Fabric Spray for Protection Against the Rainy Spring Weather, 13 oz", "asin": "B01M5BI455", "price": "$7.39", "quantity": "1"},
    {"title": "Auto Cloth Changing Mini Mop, 360\u00b0Rotating Auto Cloth Changing Mop with Reusable Rags for Bathroom & Kitchen, Changing Towel Without Touching Dirty, Lightweight (Purple,71cm/28in)", "asin": "B0DJF89H61", "price": "$7.99", "quantity": "1"},
    {"title": "MOIPEJO LED Flashlight Gloves, Gifts for Men Him Boyfriend Husband, Cool Gadget Finger Lights Waterproof for Camping Fishing Repairing, Fathers Day Christmas Birthday Gift", "asin": "B08ZJQCZJ4", "price": "$22.99", "quantity": "1"},
    {"title": "Nature's Bounty Vitamin D3 K2 Supplement, 4000 IU Vitamin D3 Plus 100 mcg of Vitamin K for Heart & Bone Health Support, 30 Day Supply, 30 Vegetarian Capsules, K2 + D3 Supplements for Adults", "asin": "B0CXZKYFF9", "price": "$12.82", "quantity": "1"},
    {"title": "ZeroWater Official 5-Stage Water Filter for Replacement, NSF Certified to Reduce Lead, Other Heavy Metals and PFOA/PFOS, 4-Pack, White", "asin": "B00C7N7L1E", "price": "$48.59", "quantity": "1"},
    {"title": "ZeroWater Official Replacement Filter - 5-Stage 0 TDS Filter Replacement - System IAPMO Certified to Reduce Lead, Chromium, and PFOA/PFOS, 2-Pack", "asin": "B001CUQ1C8", "price": "$27.99", "quantity": "1"},
    {"title": "AIDEA Microfiber Cleaning Cloth 24 Pack, 12inx16in Microfiber Towel for Cars, Soft & Absorbent Microfiber Towels, Lint Free Cleaning Cloth, Premium Wash Cloth for House, Kitchen, Car, Shop Towels", "asin": "B0BSF59334", "price": "$9.99", "quantity": "1"},
    {"title": "USANOOKS Microfiber Cleaning Cloth Grey - 12 Pcs (12.5\"x12.5\") - High Performance - 1200 Washes, Ultra Absorbent Microfiber Towel Weave Grime & Liquid for Streak-Free Mirror Shine - Car Washing Cloth", "asin": "B08BRJHJF9", "price": "$8.98", "quantity": "1"},
    {"title": "Eyelash Extension Glue, Extra Strong Professional Eyelash Glue, 1 Sec Drying time, 7-9 Weeks Retention, lash Extension Glue or Semi-Permanent Eyelash Extensions (0.17fl.oz / 5ml)", "asin": "B0C9MLMDTC", "price": "$4.99", "quantity": "1"},
    {"title": "BUYDEEM G553 5-Quart Electric Food Steamer for Cooking, One Touch Vegetable Steamer, Digital Multifunctional Steamer, Quick Steam in 60s, Stainless Steel Steamer Tray, No Stew Pots Included", "asin": "B0C3RGFNKM", "price": "$219.99", "quantity": "1"},
    {"title": "Av\u00e8ne Thermal Spring Water, Soothing Calming Facial Mist Spray for Sensitive Skin, 10.1 Oz", "asin": "B002D48QUC", "price": "$19.00", "quantity": "1"},
    {"title": "CreazyBee Vegetable Planting Mounting Potassium Dihydrogen Phosphate Fertilizer for Home Garden Veggies, Flowers, Herbs Planting, No Chlorine, Low Salt Index, Soluble in Water (White)", "asin": "B087255QHB", "price": "$16.98", "quantity": "1"},
    {"title": "Machine Learning System Design Interview", "asin": "1736049127", "price": "$31.00", "quantity": "1"},
    {"title": "Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems", "asin": "1098125975", "price": "$53.99", "quantity": "1"},
    {"title": "Holikme 7 Pack Deep Cleaning Brush Set, Scrub Pads with Scraper Tip for Pool Walls, Bathroom, Grout, Floor, Tub, Shower and Kitchen Surface, Abrasive Wheel Brushes (Green)", "asin": "B088NFBS3B", "price": "$7.95", "quantity": "1"}
  ],
  "promotion_items": [
    {"title": "4-Pack Fabric Grow Bags 5 Gallon, 300G Thickened Nonwoven Plant Grow Bags, Grow Pots for Plants, Growing Bags with Handles, Planting Bags for Vegetables, Black", "price": "$6.99"},
    {"title": "NYONG 12-Pack 25 Gallon Thickened Non-Woven Grow Bags, Aeration Fabric Pots with Handles\uff08Black\uff09", "asin": "B0CFTM8C72", "price": "$35.99", "quantity": ""},
    {"title": "10 Pack 20 Gallon Plant Grow Bags Heavy Duty Aeration Fabric Pots Thickened Nonwoven Plant Grow Bags with Handles", "asin": "B0CH2TPQY6", "price": "$30.99", "quantity": ""},
    {"title": "20-Pack 3 Gallon Grow Bags Heavy Duty Aeration Fabric Pots Thickened Nonwoven Fabric Pots Plant Grow Bags", "asin": "B08Q3GKKZ9", "price": "$25.99", "quantity": ""},
    {"title": "5 Pcs Grow Bags Plant Grow Bags Multi-Purpose Nonwoven Fabric Pots with Durable Handles,Outdoor Garden Plant Pots for Vegetables Fruits Flowers Herb Succulent Bonsai Plants", "asin": "B0D86SCZGN", "price": "$11.99", "quantity": ""},
    {"title": "Grow Bags for Potato 5-Gallon: 10 Pack Black 350G Heavy Duty Thickened Fabric Pots with Handles & Labels - Nonwoven Gardening Containers for Growing Plants Vegetable Fruit Tomato Flowers Herbs", "asin": "B0CQLRPX2V", "price": "$14.99", "quantity": ""},
    {"title": "24-Pack 7 Gallon Thickened Non-Woven Grow Bags, Aeration Fabric Pots with Handles", "asin": "B0BX62H3PW", "price": "$33.99", "quantity": ""},
    {"title": "Garden Grow Bags 1 Gallon 10 Pack Plant Growing Bags Small Fabric Pots for Planting, Vegetable", "asin": "B086DH9WVF", "price": "$12.99", "quantity": ""},
    {"title": "5 Pack 5 Gallon Plant Grow Bags, 400G Thick Nonwoven Fabric Pots with Multi-Purpose Rings and Handles, Reusable for Low Stress Plant Training Fruits, Vegetables and Flowers", "asin": "B0DMR4RYZ2", "price": "$13.49", "quantity": ""},
    {"title": "10 Pack 15 Gallon Grow Bags with Labels, 300G Thickened Nonwoven Plant Fabric Pots with Handles, Aeration Garden Grow Pots for Tomato Potato Vegetables, Fruits, Flowers, Black", "asin": "B0DQ3VC44H", "price": "$20.99", "quantity": ""},
    {"title": "10Pack 10 Gallon Potato Grow Bags,Grow Bags for Vegetable with Window, Double Layer Premium Breathable Nonwoven Cloth for Potato/Plant Container/Aeration Fabric Pots with Handles in Green", "asin": "B086WWNLVF", "price": "$32.99", "quantity": ""},
    {"title": "24-Pack 10 Gallon Thickened Non-Woven Grow Bags, Aeration Fabric Pots with Handles", "asin": "B0BYN6C5TX", "price": "$35.99", "quantity": ""},
    {"title": "10 Pack 15 Gallon Grow Bags with Labels, 300G Thickened Nonwoven Plant Fabric Pots with Handles, Aeration Garden Grow Pots for Tomato Potato Vegetables, Fruits, Flowers, Tan", "asin": "B0DQ4D7RKQ", "price": "$21.99", "quantity": ""},
    {"title": "1 Gallon 100 Pack Grow Bags Black and White Panda Film Containers Thick Plastic Bag for Plants, Seedling and Rooting, Square Shape", "asin": "B0DVQWDM7X", "price": "$16.99", "quantity": ""},
    {"title": "5 Pcs Grow Bags Plant Grow Bags Multi-Purpose Nonwoven Fabric Pots with Durable Handles,Outdoor Garden Plant Pots for Vegetables Fruits Flowers Herb Succulent Bonsai Plants", "asin": "B0D86NFYPS", "price": "$24.99", "quantity": ""},
    {"title": "5-Pack Grow Bags 3 Gallon Thickened Plant Grow Bags Multi-Purpose Nonwoven Fabric Pots with Durable Handles, Outdoor Garden Plant Pots for Fruits Vegetables Flowers Herb Bonsai Plants, Black", "asin": "B0D1KN4S17", "price": "$13.99", "quantity": ""},
    {"title": "5-Pack Grow Bags 5 Gallon Thickened Plant Grow Bags Multi-Purpose Nonwoven Fabric Pots with Durable Handles, Outdoor Garden Plant Pots for Fruits Vegetables Flowers Herb Bonsai Plants, Gray", "asin": "B0D1KPBW91", "price": "$19.99", "quantity": ""},
    {"title": "12-Pack 5 Gallon Grow Bags Heavy Duty Aeration Fabric Pots Thickened Nonwoven Fabric Pots Plant Grow Bags Grey", "asin": "B08Q37DZN6", "price": "$17.99", "quantity": ""},
    {"title": "20 Pack 5 Gallon Grow Bags Heavy Duty Aeration Fabric Pots Thickened Nonwoven Garden Plant Growing Bags with Handles for Planting", "asin": "B07QP6JJGY", "price": "$28.99", "quantity": ""},
    {"title": "6-Pack 15-Gallon Grow Bags with 2 Flaps and Reinforced Handles,Non-Woven Potato Grow Bags, Heavy-Duty Thickened Aeration Fabric Pots for Potatoes, Tomatoes, Flowers, and Vegetables", "asin": "B0DQPKGXZ4", "price": "$39.99", "quantity": ""},
    {"title": "Grow Bags for Potato Planting 5-Gallon: 6 Pack Heavy Duty 350G Thickened Tomato Planter Bags with Handles - Fabric Pots Nonwoven Felt Garden Bags for Growing Vegetable Fruit Flower with Plant Labels", "asin": "B0DHTL9ZX1", "price": "$19.99", "quantity": ""}
  ]
}
<|observation_end|>

# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-14T23:41:03.652Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"

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