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cuhk-business-project's Introduction

CUHK-Business-project

The findings in my project in Business School, the Chinese University of Hong Kong.

Mission:

You work for a lending company that provides small loans to individual borrowers for 3 or 5 years. The company has collected data on the loans granted in the past few years. Your responsibility is to conduct analysis on the data and uncover insights about the loans’ performance. Good loans are the ones where the status is current or fully paid. Bad loans are the ones where the status is default, in grace period or late.

Data Field Definition

  • id Borrower’s id
  • loan_amount Amount of loan
  • term Term of loan
  • int_rate Interest rate
  • installment Monthly payment
  • emp_length Borrower’s employment length
  • home_ownership Borrower’s home ownership
  • annual_inc Borrower’s annual income
  • loan_status Status of the loan
  • purpose Purpose of the loan
  • addr_state Borrower’s residence state
  • dti Borrower’s debt-to-income ratio
  • delinq_2yrs The frequency of the borrower’s delinquencies in the last 2 years.
  • earliest_cr_line The date the borrower started his/her first credit line
  • mths_since_last_delinq The number of months since the borrower’s last delinquency
  • open_acc The number of the borrower’s open credit accounts
  • revol_bal The borrower’s revolving balance
  • total_acc The number of the borrower’s total credit accounts, including currently open & closed
  • out_prncp Outstanding principal of the loan
  • total_pymnt Total payment on the loan
  • total_rec_prncp Total received principal on the loan
  • total_rec_int Total received interest on the loan

My plot

Heatmap

### Scatter plot

### Violin plot

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