Age
Customer's age (integer).

Gender
Customer's gender (categorical: Male, Female, Non-binary, Other).

Income_Level
Customer's income level (categorical: Low, Middle, High).

Marital_Status
Customer's marital status (categorical: Single, Married, Divorced, Widowed).

Education_Level
Highest level of education completed (categorical: High School, Bachelor's, Master's, Doctorate).

Occupation
Customer's occupation (categorical: Various job titles).

Location
Customer's location (city, region, or country).

Purchase_Category
Category of purchased products (e.g., Electronics, Clothing, Groceries).

Purchase_Amount
Amount spent during the purchase (decimal).

Frequency_of_Purchase
Number of purchases made per month (integer).

Purchase_Channel
The purchase method (categorical: Online, In-Store, Mixed).

Brand_Loyalty
Loyalty to brands (1-5 scale).

Product_Rating
Rating given by the customer to a purchased product (1-5 scale).

Time_Spent_on_Product_Research
Time spent researching a product (integer, hours or minutes).

Social_Media_Influence
Influence of social media on purchasing decision (categorical: High, Medium, Low, None).

Discount_Sensitivity
Sensitivity to discounts (categorical: Very Sensitive, Somewhat Sensitive, Not Sensitive).

Return_Rate
Percentage of products returned (decimal).

Customer_Satisfaction
Overall satisfaction with the purchase (1-10 scale).

Engagement_with_Ads
Engagement level with advertisements (categorical: High, Medium, Low, None).

Device_Used_for_Shopping
Device used for shopping (categorical: Smartphone, Desktop, Tablet).

Payment_Method
Method of payment used for the purchase (categorical: Credit Card, Debit Card, PayPal, Cash, Other).

Time_of_Purchase
Timestamp of when the purchase was made (date/time).

Discount_Used
Whether the customer used a discount (Boolean: True/False).

Customer_Loyalty_Program_Member
Whether the customer is part of a loyalty program (Boolean: True/False).

Purchase_Intent
The intent behind the purchase (categorical: Impulsive, Planned, Need-based, Wants-based).

Shipping_Preference
Shipping preference (categorical: Standard, Express, No Preference).

Payment_Frequency
Frequency of payment (categorical: One-time, Subscription, Installments).

Time_to_Decision
Time taken from consideration to actual purchase (in days).

Unique identifier for each customer.

Customer's age (integer).

Customer's gender (categorical: Male, Female, Non-binary, Other).

Customer's income level (categorical: Low, Middle, High).

Customer's marital status (categorical: Single, Married, Divorced, Widowed).

Highest level of education completed (categorical: High School, Bachelor's, Master's, Doctorate).

Customer's occupation (categorical: Various job titles).

Customer's location (city, region, or country).

Category of purchased products (e.g., Electronics, Clothing, Groceries).

Amount spent during the purchase (decimal).

Number of purchases made per month (integer).

The purchase method (categorical: Online, In-Store, Mixed).

Loyalty to brands (1-5 scale).

Rating given by the customer to a purchased product (1-5 scale).

Time spent researching a product (integer, hours or minutes).

Influence of social media on purchasing decision (categorical: High, Medium, Low, None).

Sensitivity to discounts (categorical: Very Sensitive, Somewhat Sensitive, Not Sensitive).

Percentage of products returned (decimal).

Overall satisfaction with the purchase (1-10 scale).

Engagement level with advertisements (categorical: High, Medium, Low, None).

Device used for shopping (categorical: Smartphone, Desktop, Tablet).

Method of payment used for the purchase (categorical: Credit Card, Debit Card, PayPal, Cash, Other).

Timestamp of when the purchase was made (date/time).

Whether the customer used a discount (Boolean: True/False).

Whether the customer is part of a loyalty program (Boolean: True/False).

The intent behind the purchase (categorical: Impulsive, Planned, Need-based, Wants-based).

Shipping preference (categorical: Standard, Express, No Preference).

Frequency of payment (categorical: One-time, Subscription, Installments).

Time taken from consideration to actual purchase (in days).