Untitled

data = {
    "customer_id": [1, 2, 1, 3, 2, 3, 1, 2, 3, 1],
    "purchase_amount": [100, 200, 150, 300, 250, 180, 220, 275, 320, 130],
    "purchase_date": [
        "2024-02-01", "2024-02-02", "2024-02-02", "2024-02-03", "2024-02-04",
        "2024-02-05", "2024-02-06", "2024-02-07", "2024-02-08", "2024-02-09"
    ],
    "product_category": [
        "Electronics", "Clothing", "Electronics", "Home", "Clothing",
        "Home", "Sports", "Clothing", "Electronics", "Sports"
    ],
    "payment_method": [
        "Credit Card", "PayPal", "Debit Card", "Credit Card", "PayPal",
        "Cash", "Debit Card", "Credit Card", "Debit Card", "Cash"
    ],
    "discount_applied": [10, 20, 15, 30, 25, 0, 5, 10, 20, 5],  # In percentage
    "store_location": [
        "New York", "Los Angeles", "New York", "Chicago", "Los Angeles",
        "Chicago", "Houston", "Los Angeles", "New York", "Houston"
    ]
}