Baselight

Bank Customer Churn Data

A comprehensive dataset for Churn Prediction

@kaggle.pentakrishnakishore_bank_customer_churn_data

About this Dataset

Bank Customer Churn Data

the churn prediction dataset, which contains raw data of 28,382 customers. The dataset includes the following columns:

  • customer_id: Unique identifier for each customer.
  • vintage: The duration of the customer's relationship with the company.
  • age: Age of the customer.
  • gender: Gender of the customer.
  • dependents: Number of dependents the customer has.
  • occupation: The occupation of the customer.
  • city: City in which the customer is located.
  • customer_nw_category: Net worth category of the customer.
  • branch_code: Code identifying the branch associated with the customer.
  • current_balance: Current balance in the customer's account.
  • previous_month_end_balance: Account balance at the end of the previous month.
  • average_monthly_balance_prevQ: Average monthly balance in the previous quarter.
  • average_monthly_balance_prevQ2: Average monthly balance in the second previous quarter.
  • current_month_credit: Credit amount in the current month.
  • previous_month_credit: Credit amount in the previous month.
  • current_month_debit: Debit amount in the current month.
  • previous_month_debit: Debit amount in the previous month.
  • current_month_balance: Account balance in the current month.
  • previous_month_balance: Account balance in the previous month.
  • churn: The target variable indicating whether the customer has churned (1 for churned, 0 for not churned).
  • last_transaction: Timestamp of the customer's last transaction.
    This dataset provides a comprehensive view of various attributes related to the customers' banking activities. With these features, it becomes possible to build predictive models to identify potential churners based on historical and current customer behavior. The dataset's size allows for robust analysis and modeling to improve customer retention strategies.

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