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Study of reliability of loan applicants

Project Description

The customer is a credit department of a bank. We need to find out whether the marital status and the number of children of the client affects the fact of repayment of the loan on time. Input data from the bank - statistics on the solvency of clients.

The results of the research will be taken into account when building a model of credit scoring - a special system that assesses the ability of a potential borrower to repay the loan to the bank.

Data description

  • children - number of children in the family
  • days_employed - total length of service in days
  • dob_years - client's age in years
  • education - client's education level
  • education_id - education level identifier
  • family_status - marital status
  • family_status_id - family status identifier
  • gender - client's gender
  • income_type - type of employment
  • debt - whether the client had debts on loan repayment
  • total_income - monthly income
  • purpose - purpose of obtaining a loan

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Credit scored based on metadata

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