No.

Feature name

Data type

Feature status

Parameters

1

Gender

Integer

Original

-

2

Married

Integer

Original

-

3

Dependents

Integer

Original

-

4

Education

Integer

Original

-

5

Self_Employed

Integer

Original

-

6

ApplicantIncome

Integer

Original

-

7

CoapplicantIncome

Integer

Original

-

8

LoanAmount

Float

Original

-

9

Loan_Amount_Term

Float

Original

-

10

Credit_History

Integer

Original

-

11

Property_Area

Float

Original

-

12

combined_application_income

Float

Modified

[Application income], [co application income]

13

EMI

Float

Modified

[“LoanAmount”], [“Loan_Amount_Term”]

14

loan_per_income

Float

Modified

[“LoanAmount”], [“combined_application_income”]

15

dependents_mean_per_EMI

Float

Modified

[“Dependents”], [“EMI”]

16

EMI_Per_Term

Float

Modified

[EMI], [“Loan_Amount_Term”]

17

Loan_Amount_Term_Per_Income

Float

Modified

[“Loan_Amount_Term”], [“combined_application_income”]

18

EMI_Per_loanamount

Float

Modified

[“EMI”], [“LoanAmount”]

19

dependents_loan_sum

Float

Modified

[“Dependents”], [“LoanAmount”]

20

Credit_history_income_sum

Float

Modified

[“Credit_History”], [“combined_application_income”]

21

property_area_loanamount_per_totalincome

Float

Modified

[“Property_Area”], [“loan_per_income”]

22

Loanamount_term_binning

Float

Modified

[“Loan_Amount_Term”]

23

total_income_binning

Float

Modified

[“combined_application_income”]