gender
stringclasses 2
values | checking_status
stringclasses 4
values | duration
int64 4
60
| credit_history
stringclasses 5
values | purpose
stringclasses 10
values | credit_amount
int64 250
18.4k
| savings_status
stringclasses 5
values | employment
stringclasses 5
values | installment_commitment
int64 1
4
| other_parties
stringclasses 3
values | residence_since
int64 1
4
| property_magnitude
stringclasses 4
values | age
int64 19
75
| other_payment_plans
stringclasses 3
values | housing
stringclasses 3
values | existing_credits
int64 1
4
| job
stringclasses 4
values | num_dependents
int64 1
2
| own_telephone
stringclasses 2
values | foreign_worker
stringclasses 2
values | class
stringclasses 2
values |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
male | '<0' | 60 | 'delayed previously' | business | 6,836 | '<100' | '>=7' | 3 | none | 4 | 'no known property' | 63 | none | own | 2 | skilled | 1 | yes | yes | bad |
male | '>=200' | 21 | 'critical/other existing credit' | education | 2,319 | '<100' | '<1' | 2 | none | 1 | car | 33 | none | rent | 1 | skilled | 1 | none | yes | bad |
male | 'no checking' | 6 | 'existing paid' | 'used car' | 1,236 | '500<=X<1000' | '1<=X<4' | 2 | none | 4 | 'life insurance' | 50 | none | rent | 1 | skilled | 1 | none | yes | good |
female | 'no checking' | 21 | 'no credits/all paid' | 'new car' | 5,003 | 'no known savings' | '1<=X<4' | 1 | none | 4 | 'life insurance' | 29 | bank | own | 2 | skilled | 1 | yes | yes | bad |
female | 'no checking' | 12 | 'existing paid' | radio/tv | 886 | 'no known savings' | '1<=X<4' | 4 | none | 2 | car | 21 | none | own | 1 | skilled | 1 | none | yes | good |
female | '<0' | 24 | 'existing paid' | 'new car' | 1,442 | '<100' | '4<=X<7' | 4 | none | 4 | car | 23 | none | rent | 2 | skilled | 1 | none | yes | bad |
male | 'no checking' | 6 | 'existing paid' | furniture/equipment | 2,978 | '500<=X<1000' | '1<=X<4' | 1 | none | 2 | car | 32 | none | own | 1 | skilled | 1 | yes | yes | good |
male | '<0' | 24 | 'existing paid' | furniture/equipment | 2,359 | '100<=X<500' | unemployed | 1 | none | 1 | 'life insurance' | 33 | none | own | 1 | skilled | 1 | none | yes | bad |
male | '<0' | 24 | 'existing paid' | furniture/equipment | 2,996 | 'no known savings' | '1<=X<4' | 2 | none | 4 | car | 20 | none | own | 1 | skilled | 1 | none | yes | bad |
male | 'no checking' | 18 | 'critical/other existing credit' | furniture/equipment | 3,780 | '<100' | '<1' | 3 | none | 2 | car | 35 | none | own | 2 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
male | 'no checking' | 27 | 'existing paid' | repairs | 5,190 | 'no known savings' | '>=7' | 4 | none | 4 | 'life insurance' | 48 | none | own | 4 | skilled | 2 | yes | yes | good |
female | '0<=X<200' | 36 | 'existing paid' | radio/tv | 4,795 | '<100' | '<1' | 4 | none | 1 | 'no known property' | 30 | none | own | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
male | '<0' | 12 | 'all paid' | 'new car' | 697 | '<100' | '<1' | 4 | none | 2 | car | 46 | bank | own | 2 | skilled | 1 | yes | yes | bad |
male | 'no checking' | 18 | 'no credits/all paid' | business | 4,165 | '<100' | '1<=X<4' | 2 | none | 2 | car | 36 | stores | own | 2 | skilled | 2 | none | yes | bad |
male | '<0' | 14 | 'existing paid' | 'new car' | 3,973 | '<100' | unemployed | 1 | none | 4 | 'no known property' | 22 | none | 'for free' | 1 | skilled | 1 | none | yes | good |
female | 'no checking' | 18 | 'critical/other existing credit' | education | 1,864 | '100<=X<500' | '1<=X<4' | 4 | none | 2 | 'real estate' | 30 | none | own | 2 | skilled | 1 | none | yes | bad |
female | '>=200' | 6 | 'critical/other existing credit' | education | 1,047 | '<100' | '1<=X<4' | 2 | none | 4 | 'life insurance' | 50 | none | own | 1 | 'unskilled resident' | 1 | none | yes | good |
female | 'no checking' | 18 | 'existing paid' | radio/tv | 433 | '<100' | unemployed | 3 | 'co applicant' | 4 | 'real estate' | 22 | none | rent | 1 | skilled | 1 | none | yes | bad |
male | '0<=X<200' | 36 | 'existing paid' | education | 3,711 | 'no known savings' | '1<=X<4' | 2 | none | 2 | car | 27 | none | own | 1 | skilled | 1 | none | yes | good |
female | '0<=X<200' | 9 | 'existing paid' | radio/tv | 1,206 | '<100' | '>=7' | 4 | none | 4 | 'real estate' | 25 | none | own | 1 | skilled | 1 | none | yes | good |
male | 'no checking' | 6 | 'existing paid' | furniture/equipment | 1,543 | '>=1000' | '1<=X<4' | 4 | none | 2 | 'real estate' | 33 | none | own | 1 | skilled | 1 | none | yes | good |
female | 'no checking' | 4 | 'critical/other existing credit' | 'new car' | 3,380 | '<100' | '4<=X<7' | 1 | none | 1 | 'real estate' | 37 | none | own | 1 | skilled | 2 | none | yes | good |
female | '>=200' | 24 | 'existing paid' | radio/tv | 1,258 | '500<=X<1000' | '1<=X<4' | 3 | none | 3 | car | 57 | none | own | 1 | 'unskilled resident' | 1 | none | yes | good |
female | 'no checking' | 12 | 'existing paid' | radio/tv | 2,073 | '100<=X<500' | '1<=X<4' | 4 | 'co applicant' | 2 | 'real estate' | 28 | none | own | 1 | skilled | 1 | none | yes | good |
female | '<0' | 21 | 'existing paid' | radio/tv | 2,606 | '<100' | '<1' | 4 | none | 4 | 'life insurance' | 28 | none | rent | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
male | 'no checking' | 12 | 'critical/other existing credit' | education | 2,096 | '<100' | '4<=X<7' | 2 | none | 3 | 'real estate' | 49 | none | own | 1 | 'unskilled resident' | 2 | none | yes | good |
male | 'no checking' | 12 | 'critical/other existing credit' | 'new car' | 1,255 | '<100' | '>=7' | 4 | none | 4 | 'real estate' | 61 | none | own | 2 | 'unskilled resident' | 1 | none | yes | good |
female | 'no checking' | 9 | 'existing paid' | 'domestic appliance' | 1,236 | '<100' | '<1' | 1 | none | 4 | 'real estate' | 23 | none | rent | 1 | skilled | 1 | yes | yes | good |
male | 'no checking' | 24 | 'existing paid' | radio/tv | 1,278 | '<100' | '>=7' | 4 | none | 1 | 'real estate' | 36 | none | own | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
female | '<0' | 6 | 'existing paid' | 'new car' | 1,374 | 'no known savings' | unemployed | 4 | none | 3 | 'life insurance' | 75 | none | own | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
male | '>=200' | 10 | 'existing paid' | 'new car' | 3,949 | '<100' | '<1' | 1 | guarantor | 1 | 'life insurance' | 37 | none | own | 1 | 'unskilled resident' | 2 | none | yes | good |
male | 'no checking' | 12 | 'existing paid' | 'new car' | 2,390 | 'no known savings' | '>=7' | 4 | none | 3 | car | 50 | none | own | 1 | skilled | 1 | yes | yes | good |
male | '0<=X<200' | 24 | 'existing paid' | 'new car' | 1,201 | '<100' | '<1' | 4 | none | 1 | 'life insurance' | 26 | none | own | 1 | skilled | 1 | none | yes | good |
female | 'no checking' | 15 | 'critical/other existing credit' | furniture/equipment | 2,788 | '<100' | '4<=X<7' | 2 | 'co applicant' | 3 | car | 24 | bank | own | 2 | skilled | 1 | none | yes | good |
male | 'no checking' | 12 | 'critical/other existing credit' | business | 1,264 | 'no known savings' | '>=7' | 4 | none | 4 | 'no known property' | 57 | none | rent | 1 | 'unskilled resident' | 1 | none | yes | good |
male | '<0' | 24 | 'existing paid' | furniture/equipment | 4,020 | '<100' | '1<=X<4' | 2 | none | 2 | car | 27 | stores | own | 1 | skilled | 1 | none | yes | good |
male | 'no checking' | 9 | 'existing paid' | 'new car' | 2,507 | '500<=X<1000' | '>=7' | 2 | none | 4 | 'no known property' | 51 | none | 'for free' | 1 | 'unskilled resident' | 1 | none | yes | good |
male | 'no checking' | 24 | 'existing paid' | radio/tv | 2,397 | '500<=X<1000' | '>=7' | 3 | none | 2 | car | 35 | bank | own | 2 | skilled | 1 | yes | yes | bad |
male | '0<=X<200' | 27 | 'existing paid' | business | 3,915 | '<100' | '1<=X<4' | 4 | none | 2 | car | 36 | none | own | 1 | skilled | 2 | yes | yes | bad |
female | 'no checking' | 48 | 'critical/other existing credit' | 'used car' | 11,590 | '100<=X<500' | '1<=X<4' | 2 | none | 4 | car | 24 | bank | rent | 2 | 'unskilled resident' | 1 | none | yes | bad |
male | '<0' | 42 | 'existing paid' | furniture/equipment | 7,882 | '<100' | '4<=X<7' | 2 | guarantor | 4 | 'life insurance' | 45 | none | 'for free' | 1 | skilled | 2 | none | yes | good |
male | 'no checking' | 12 | 'critical/other existing credit' | 'new car' | 1,495 | '<100' | '>=7' | 4 | none | 1 | 'real estate' | 38 | none | own | 2 | 'unskilled resident' | 2 | none | yes | good |
male | 'no checking' | 24 | 'existing paid' | 'new car' | 2,255 | 'no known savings' | '<1' | 4 | none | 1 | 'life insurance' | 54 | none | own | 1 | skilled | 1 | none | yes | good |
male | '0<=X<200' | 9 | 'existing paid' | 'new car' | 1,549 | 'no known savings' | '<1' | 4 | none | 2 | 'real estate' | 35 | none | own | 1 | 'unemp/unskilled non res' | 1 | none | yes | good |
female | 'no checking' | 30 | 'existing paid' | 'used car' | 4,811 | 'no known savings' | '4<=X<7' | 2 | none | 4 | 'life insurance' | 24 | stores | rent | 1 | 'unskilled resident' | 1 | none | yes | good |
male | '0<=X<200' | 14 | 'existing paid' | business | 1,410 | '500<=X<1000' | '>=7' | 1 | none | 2 | 'real estate' | 35 | none | own | 1 | skilled | 1 | yes | yes | good |
male | 'no checking' | 5 | 'existing paid' | business | 3,448 | '<100' | '4<=X<7' | 1 | none | 4 | 'real estate' | 74 | none | own | 1 | 'unskilled resident' | 1 | none | yes | good |
male | '0<=X<200' | 11 | 'delayed previously' | radio/tv | 4,771 | '<100' | '4<=X<7' | 2 | none | 4 | 'life insurance' | 51 | none | own | 1 | skilled | 1 | none | yes | good |
male | '<0' | 10 | 'existing paid' | radio/tv | 2,315 | '<100' | '>=7' | 3 | none | 4 | 'real estate' | 52 | none | own | 1 | 'unskilled resident' | 1 | none | yes | good |
male | '<0' | 48 | 'existing paid' | 'used car' | 4,788 | '<100' | '4<=X<7' | 4 | none | 3 | 'life insurance' | 26 | none | own | 1 | skilled | 2 | none | yes | good |
female | 'no checking' | 18 | 'existing paid' | business | 1,568 | '100<=X<500' | '1<=X<4' | 3 | none | 4 | 'life insurance' | 24 | none | rent | 1 | 'unskilled resident' | 1 | none | yes | good |
male | 'no checking' | 15 | 'all paid' | radio/tv | 1,569 | '100<=X<500' | '>=7' | 4 | none | 4 | car | 34 | bank | own | 1 | 'unskilled resident' | 2 | none | yes | good |
male | '<0' | 40 | 'critical/other existing credit' | education | 5,998 | '<100' | '1<=X<4' | 4 | none | 3 | 'no known property' | 27 | bank | own | 1 | skilled | 1 | yes | yes | bad |
male | 'no checking' | 18 | 'critical/other existing credit' | radio/tv | 1,169 | 'no known savings' | '1<=X<4' | 4 | none | 3 | 'life insurance' | 29 | none | own | 2 | skilled | 1 | yes | yes | good |
male | '0<=X<200' | 12 | 'existing paid' | 'new car' | 1,223 | '<100' | '>=7' | 1 | none | 1 | 'real estate' | 46 | none | rent | 2 | skilled | 1 | none | yes | bad |
male | '<0' | 18 | 'existing paid' | furniture/equipment | 2,659 | '>=1000' | '1<=X<4' | 4 | none | 2 | car | 28 | none | own | 1 | skilled | 1 | none | yes | good |
male | 'no checking' | 6 | 'critical/other existing credit' | radio/tv | 700 | 'no known savings' | '>=7' | 4 | none | 4 | 'no known property' | 36 | none | 'for free' | 2 | skilled | 1 | none | yes | good |
male | 'no checking' | 10 | 'existing paid' | 'used car' | 2,848 | '100<=X<500' | '1<=X<4' | 1 | 'co applicant' | 2 | 'real estate' | 32 | none | own | 1 | skilled | 2 | none | yes | good |
female | '<0' | 9 | 'existing paid' | radio/tv | 1,366 | '<100' | '<1' | 3 | none | 4 | 'life insurance' | 22 | none | rent | 1 | skilled | 1 | none | yes | bad |
male | 'no checking' | 36 | 'existing paid' | education | 9,055 | 'no known savings' | '1<=X<4' | 2 | none | 4 | 'no known property' | 35 | none | 'for free' | 1 | 'unskilled resident' | 2 | yes | yes | good |
male | '<0' | 24 | 'existing paid' | radio/tv | 1,987 | '<100' | '1<=X<4' | 2 | none | 4 | 'real estate' | 21 | none | rent | 1 | 'unskilled resident' | 2 | none | yes | bad |
male | '<0' | 24 | 'existing paid' | 'used car' | 2,924 | '<100' | '1<=X<4' | 3 | guarantor | 4 | 'no known property' | 63 | bank | own | 1 | skilled | 2 | yes | yes | good |
male | '0<=X<200' | 18 | 'existing paid' | business | 2,622 | '100<=X<500' | '1<=X<4' | 4 | none | 4 | car | 34 | none | own | 1 | skilled | 1 | none | yes | good |
male | 'no checking' | 36 | 'critical/other existing credit' | business | 6,304 | 'no known savings' | '>=7' | 4 | none | 4 | 'real estate' | 36 | none | own | 2 | skilled | 1 | none | yes | good |
male | 'no checking' | 36 | 'delayed previously' | radio/tv | 4,463 | '<100' | '1<=X<4' | 4 | none | 2 | car | 26 | none | own | 2 | 'high qualif/self emp/mgmt' | 1 | yes | yes | bad |
male | 'no checking' | 36 | 'existing paid' | business | 7,409 | 'no known savings' | '>=7' | 3 | none | 2 | 'life insurance' | 37 | none | own | 2 | skilled | 1 | none | yes | good |
male | 'no checking' | 24 | 'delayed previously' | 'new car' | 717 | 'no known savings' | '>=7' | 4 | none | 4 | car | 54 | none | own | 2 | skilled | 1 | yes | yes | good |
male | '<0' | 20 | 'existing paid' | furniture/equipment | 2,212 | 'no known savings' | '4<=X<7' | 4 | none | 4 | car | 39 | none | own | 1 | skilled | 1 | yes | yes | good |
male | '<0' | 18 | 'all paid' | furniture/equipment | 1,553 | '<100' | '1<=X<4' | 4 | none | 3 | car | 44 | bank | own | 1 | skilled | 1 | none | yes | bad |
female | '0<=X<200' | 18 | 'existing paid' | 'used car' | 12,976 | '<100' | unemployed | 3 | none | 4 | 'no known property' | 38 | none | 'for free' | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | bad |
male | 'no checking' | 12 | 'critical/other existing credit' | radio/tv | 1,934 | '<100' | '>=7' | 2 | none | 2 | 'no known property' | 26 | none | own | 2 | skilled | 1 | none | yes | good |
female | '<0' | 33 | 'critical/other existing credit' | furniture/equipment | 4,281 | '500<=X<1000' | '1<=X<4' | 1 | none | 4 | car | 23 | none | own | 2 | skilled | 1 | none | yes | bad |
male | '<0' | 16 | 'critical/other existing credit' | 'new car' | 2,625 | '<100' | '>=7' | 2 | guarantor | 4 | 'life insurance' | 43 | bank | rent | 1 | skilled | 1 | yes | yes | bad |
female | '<0' | 6 | 'critical/other existing credit' | 'new car' | 666 | '>=1000' | '4<=X<7' | 3 | none | 4 | 'real estate' | 39 | none | own | 2 | 'unskilled resident' | 1 | yes | yes | good |
female | 'no checking' | 24 | 'existing paid' | 'used car' | 3,488 | '100<=X<500' | '4<=X<7' | 3 | none | 4 | car | 23 | none | own | 1 | skilled | 1 | none | yes | good |
male | '0<=X<200' | 30 | 'critical/other existing credit' | 'new car' | 5,234 | '<100' | unemployed | 4 | none | 2 | car | 28 | none | own | 2 | 'high qualif/self emp/mgmt' | 1 | none | yes | bad |
female | 'no checking' | 6 | 'critical/other existing credit' | radio/tv | 1,382 | '<100' | '1<=X<4' | 1 | none | 1 | car | 28 | none | own | 2 | skilled | 1 | yes | yes | good |
female | 'no checking' | 36 | 'existing paid' | furniture/equipment | 3,349 | '<100' | '1<=X<4' | 4 | none | 2 | car | 28 | none | own | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | bad |
male | 'no checking' | 15 | 'existing paid' | radio/tv | 1,213 | '500<=X<1000' | '>=7' | 4 | none | 3 | 'life insurance' | 47 | stores | own | 1 | skilled | 1 | yes | yes | good |
female | '0<=X<200' | 12 | 'existing paid' | 'new car' | 836 | '100<=X<500' | '<1' | 4 | none | 2 | 'life insurance' | 23 | bank | own | 1 | 'unskilled resident' | 1 | none | yes | bad |
male | '<0' | 12 | 'existing paid' | furniture/equipment | 1,289 | '<100' | '1<=X<4' | 4 | guarantor | 1 | 'life insurance' | 21 | none | own | 1 | 'unskilled resident' | 1 | none | yes | good |
female | 'no checking' | 12 | 'critical/other existing credit' | furniture/equipment | 1,258 | '<100' | '<1' | 2 | none | 4 | 'life insurance' | 22 | none | rent | 2 | 'unskilled resident' | 1 | none | yes | good |
male | '<0' | 30 | 'existing paid' | radio/tv | 2,522 | '<100' | '>=7' | 1 | guarantor | 3 | 'life insurance' | 39 | none | own | 1 | skilled | 2 | none | yes | good |
male | 'no checking' | 12 | 'existing paid' | business | 1,076 | '<100' | '1<=X<4' | 2 | none | 2 | 'real estate' | 26 | none | own | 1 | skilled | 1 | yes | no | good |
female | 'no checking' | 36 | 'existing paid' | radio/tv | 3,835 | 'no known savings' | '>=7' | 2 | none | 4 | 'real estate' | 45 | none | own | 1 | 'unskilled resident' | 1 | yes | yes | good |
male | 'no checking' | 18 | 'existing paid' | radio/tv | 1,505 | '<100' | '1<=X<4' | 4 | none | 2 | 'no known property' | 32 | none | 'for free' | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
female | '<0' | 30 | 'existing paid' | furniture/equipment | 2,406 | '<100' | '4<=X<7' | 4 | none | 4 | 'real estate' | 23 | none | rent | 1 | skilled | 1 | none | yes | bad |
male | '0<=X<200' | 15 | 'delayed previously' | repairs | 1,512 | '>=1000' | '1<=X<4' | 3 | none | 3 | 'life insurance' | 61 | stores | own | 2 | skilled | 1 | none | yes | bad |
male | '<0' | 12 | 'existing paid' | furniture/equipment | 7,865 | '<100' | '>=7' | 4 | none | 4 | 'no known property' | 53 | none | 'for free' | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | bad |
male | '0<=X<200' | 18 | 'critical/other existing credit' | business | 3,590 | '<100' | unemployed | 3 | none | 3 | car | 40 | none | own | 3 | 'unemp/unskilled non res' | 2 | yes | yes | good |
male | '<0' | 24 | 'all paid' | furniture/equipment | 3,349 | '500<=X<1000' | '<1' | 4 | none | 4 | 'no known property' | 30 | none | 'for free' | 1 | skilled | 2 | yes | yes | bad |
male | '<0' | 18 | 'existing paid' | 'used car' | 7,511 | 'no known savings' | '>=7' | 1 | none | 4 | 'life insurance' | 51 | none | 'for free' | 1 | skilled | 2 | yes | yes | bad |
male | '<0' | 36 | 'existing paid' | 'used car' | 5,493 | '<100' | '>=7' | 2 | none | 4 | 'no known property' | 42 | none | 'for free' | 1 | skilled | 2 | none | yes | good |
male | 'no checking' | 18 | 'existing paid' | business | 1,950 | '<100' | '4<=X<7' | 4 | none | 1 | car | 34 | stores | own | 2 | skilled | 1 | yes | yes | good |
female | '>=200' | 12 | 'delayed previously' | 'new car' | 2,247 | '<100' | '1<=X<4' | 2 | none | 2 | car | 36 | stores | own | 2 | skilled | 1 | yes | yes | good |
female | 'no checking' | 33 | 'delayed previously' | business | 2,764 | '<100' | '1<=X<4' | 2 | none | 2 | car | 26 | none | own | 2 | skilled | 1 | yes | yes | good |
male | '0<=X<200' | 30 | 'delayed previously' | radio/tv | 1,919 | '100<=X<500' | '<1' | 4 | none | 3 | 'no known property' | 30 | stores | own | 2 | 'high qualif/self emp/mgmt' | 1 | none | yes | bad |
male | 'no checking' | 9 | 'existing paid' | furniture/equipment | 1,313 | '<100' | '>=7' | 1 | none | 4 | car | 20 | none | own | 1 | skilled | 1 | none | yes | good |
male | '0<=X<200' | 36 | 'existing paid' | 'used car' | 6,948 | '<100' | '1<=X<4' | 2 | none | 2 | car | 35 | none | rent | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
female | '<0' | 12 | 'existing paid' | furniture/equipment | 1,282 | '<100' | '1<=X<4' | 2 | none | 4 | car | 20 | none | rent | 1 | skilled | 1 | none | yes | bad |