Action Principale : mitigateBias
| 1 | |
| 2 | DATA casuser.applicant_data; |
| 3 | call streaminit(123); |
| 4 | DO i = 1 to 2000; |
| 5 | IF rand('UNIFORM') > 0.6 THEN Gender = 'Male'; |
| 6 | ELSE Gender = 'Female'; |
| 7 | IF rand('UNIFORM') > 0.3 THEN HomeOwner = 'Yes'; |
| 8 | ELSE HomeOwner = 'No'; |
| 9 | Income = round(30000 + rand('UNIFORM') * 90000, 1); |
| 10 | CreditScore = 500 + floor(rand('UNIFORM') * 350); |
| 11 | Loan_Default = 0; |
| 12 | IF (Gender = 'Male' and CreditScore < 680 and rand('UNIFORM') > 0.5) or (Gender = 'Female' and CreditScore < 640 and rand('UNIFORM') > 0.6) THEN Loan_Default = 1; |
| 13 | IF CreditScore < 600 and rand('UNIFORM') > 0.4 THEN Loan_Default = 1; |
| 14 | OUTPUT; |
| 15 | END; |
| 16 | drop i; |
| 17 | |
| 18 | RUN; |
| 19 |