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 | 'no checking' | 24 | 'delayed previously' | 'new car' | 2,032 | '<100' | '>=7' | 4 | none | 4 | 'no known property' | 60 | none | 'for free' | 2 | skilled | 1 | yes | yes | good |
male | 'no checking' | 12 | 'existing paid' | 'new car' | 1,884 | '<100' | '>=7' | 4 | none | 4 | car | 39 | none | own | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
female | '<0' | 30 | 'existing paid' | furniture/equipment | 3,622 | '>=1000' | '>=7' | 4 | none | 4 | 'life insurance' | 57 | none | rent | 2 | skilled | 1 | yes | yes | good |
male | '0<=X<200' | 12 | 'critical/other existing credit' | 'new car' | 958 | '<100' | '4<=X<7' | 2 | none | 3 | 'real estate' | 47 | none | own | 2 | 'unskilled resident' | 2 | none | yes | good |
male | 'no checking' | 36 | 'critical/other existing credit' | 'used car' | 5,711 | '>=1000' | '>=7' | 4 | none | 2 | car | 38 | none | own | 2 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
male | 'no checking' | 24 | 'existing paid' | radio/tv | 3,621 | '100<=X<500' | '>=7' | 2 | none | 4 | car | 31 | none | own | 2 | skilled | 1 | none | yes | bad |
male | '<0' | 24 | 'no credits/all paid' | furniture/equipment | 4,110 | '<100' | '>=7' | 3 | none | 4 | 'no known property' | 23 | bank | rent | 2 | skilled | 2 | none | yes | bad |
female | '0<=X<200' | 12 | 'existing paid' | radio/tv | 2,930 | '<100' | '4<=X<7' | 2 | none | 1 | 'real estate' | 27 | none | own | 1 | skilled | 1 | none | yes | good |
female | '<0' | 12 | 'existing paid' | radio/tv | 1,498 | '<100' | '1<=X<4' | 4 | none | 1 | car | 23 | bank | own | 1 | skilled | 1 | none | yes | good |
male | 'no checking' | 24 | 'critical/other existing credit' | radio/tv | 2,578 | '>=1000' | '>=7' | 2 | none | 2 | car | 34 | none | own | 1 | skilled | 1 | none | yes | good |
male | '<0' | 24 | 'all paid' | other | 1,358 | 'no known savings' | '>=7' | 4 | none | 3 | car | 40 | stores | own | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | bad |
male | '0<=X<200' | 36 | 'existing paid' | education | 2,273 | '<100' | '4<=X<7' | 3 | none | 1 | car | 32 | none | own | 2 | skilled | 2 | none | yes | good |
male | '0<=X<200' | 12 | 'critical/other existing credit' | 'new car' | 3,124 | '<100' | '<1' | 1 | none | 3 | 'real estate' | 49 | bank | own | 2 | 'unskilled resident' | 2 | none | yes | good |
female | '0<=X<200' | 12 | 'no credits/all paid' | furniture/equipment | 2,969 | '<100' | '<1' | 4 | none | 3 | 'life insurance' | 25 | none | rent | 2 | skilled | 1 | none | yes | bad |
female | '>=200' | 12 | 'existing paid' | furniture/equipment | 1,424 | 'no known savings' | '>=7' | 3 | none | 4 | 'real estate' | 55 | none | own | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
male | 'no checking' | 24 | 'existing paid' | 'used car' | 2,670 | '<100' | '>=7' | 4 | none | 4 | car | 35 | none | own | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
male | 'no checking' | 9 | 'existing paid' | radio/tv | 1,478 | '<100' | '4<=X<7' | 4 | none | 2 | car | 22 | none | own | 1 | skilled | 1 | none | yes | bad |
male | 'no checking' | 18 | 'critical/other existing credit' | 'used car' | 3,229 | 'no known savings' | unemployed | 2 | none | 4 | 'no known property' | 38 | none | own | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
female | '0<=X<200' | 48 | 'all paid' | business | 6,416 | '<100' | '>=7' | 4 | none | 3 | 'no known property' | 59 | none | rent | 1 | skilled | 1 | none | yes | bad |
male | '<0' | 27 | 'no credits/all paid' | business | 5,293 | '<100' | unemployed | 2 | none | 4 | 'life insurance' | 50 | stores | own | 2 | skilled | 1 | yes | yes | bad |
male | '0<=X<200' | 30 | 'existing paid' | furniture/equipment | 3,832 | '<100' | '<1' | 2 | none | 1 | 'life insurance' | 22 | none | own | 1 | skilled | 1 | none | yes | good |
male | '<0' | 36 | 'critical/other existing credit' | furniture/equipment | 5,371 | '<100' | '1<=X<4' | 3 | guarantor | 2 | 'life insurance' | 28 | none | own | 2 | skilled | 1 | none | yes | good |
male | '>=200' | 24 | 'critical/other existing credit' | 'new car' | 1,344 | 'no known savings' | '4<=X<7' | 4 | none | 2 | 'real estate' | 37 | bank | own | 2 | 'unskilled resident' | 2 | none | yes | bad |
male | 'no checking' | 42 | 'critical/other existing credit' | furniture/equipment | 4,042 | '500<=X<1000' | '1<=X<4' | 4 | none | 4 | 'real estate' | 36 | none | own | 2 | skilled | 1 | yes | yes | good |
female | '<0' | 18 | 'existing paid' | radio/tv | 3,509 | '<100' | '4<=X<7' | 4 | guarantor | 1 | 'real estate' | 25 | none | own | 1 | skilled | 1 | none | yes | good |
male | '>=200' | 15 | 'critical/other existing credit' | 'used car' | 2,360 | '500<=X<1000' | '1<=X<4' | 2 | none | 2 | car | 36 | none | own | 1 | skilled | 1 | yes | yes | good |
male | '0<=X<200' | 18 | 'existing paid' | radio/tv | 3,213 | '500<=X<1000' | '<1' | 1 | none | 3 | 'real estate' | 25 | none | rent | 1 | skilled | 1 | none | yes | good |
male | '0<=X<200' | 6 | 'delayed previously' | 'new car' | 1,209 | '<100' | unemployed | 4 | none | 4 | 'life insurance' | 47 | none | own | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | bad |
female | '<0' | 6 | 'all paid' | education | 1,198 | '<100' | '>=7' | 4 | none | 4 | 'no known property' | 35 | none | 'for free' | 1 | skilled | 1 | none | yes | bad |
male | 'no checking' | 18 | 'existing paid' | furniture/equipment | 1,984 | '<100' | '1<=X<4' | 4 | none | 4 | 'no known property' | 47 | bank | 'for free' | 2 | skilled | 1 | none | yes | good |
male | '0<=X<200' | 30 | 'delayed previously' | business | 2,503 | '100<=X<500' | '>=7' | 4 | none | 2 | 'life insurance' | 41 | stores | own | 2 | skilled | 1 | none | yes | good |
male | 'no checking' | 24 | 'existing paid' | furniture/equipment | 5,511 | '100<=X<500' | '1<=X<4' | 4 | none | 1 | car | 25 | stores | own | 1 | skilled | 1 | none | yes | good |
female | '<0' | 12 | 'existing paid' | 'new car' | 1,228 | '<100' | '1<=X<4' | 4 | none | 2 | 'real estate' | 24 | none | own | 1 | 'unskilled resident' | 1 | none | yes | bad |
male | 'no checking' | 9 | 'existing paid' | education | 3,832 | 'no known savings' | '>=7' | 1 | none | 4 | 'real estate' | 64 | none | own | 1 | 'unskilled resident' | 1 | none | yes | good |
male | '<0' | 6 | 'critical/other existing credit' | radio/tv | 1,169 | 'no known savings' | '>=7' | 4 | none | 4 | 'real estate' | 67 | none | own | 2 | skilled | 1 | yes | yes | good |
male | '<0' | 12 | 'existing paid' | furniture/equipment | 708 | '<100' | '1<=X<4' | 2 | guarantor | 3 | 'life insurance' | 38 | none | own | 1 | 'unskilled resident' | 2 | none | yes | good |
male | '0<=X<200' | 48 | 'existing paid' | 'new car' | 6,560 | '100<=X<500' | '4<=X<7' | 3 | none | 2 | 'life insurance' | 24 | none | own | 1 | skilled | 1 | none | yes | bad |
male | 'no checking' | 24 | 'existing paid' | radio/tv | 1,552 | '<100' | '4<=X<7' | 3 | none | 1 | car | 32 | bank | own | 1 | skilled | 2 | none | yes | good |
male | '<0' | 24 | 'critical/other existing credit' | business | 1,382 | '100<=X<500' | '4<=X<7' | 4 | none | 1 | 'real estate' | 26 | none | own | 2 | skilled | 1 | yes | yes | good |
male | 'no checking' | 12 | 'delayed previously' | 'used car' | 1,503 | '<100' | '1<=X<4' | 4 | none | 4 | 'real estate' | 41 | none | rent | 1 | skilled | 1 | none | yes | good |
male | '>=200' | 24 | 'existing paid' | radio/tv | 5,152 | '<100' | '4<=X<7' | 4 | none | 2 | car | 25 | bank | own | 1 | skilled | 1 | none | yes | good |
male | '0<=X<200' | 18 | 'delayed previously' | 'new car' | 2,899 | 'no known savings' | '>=7' | 4 | none | 4 | car | 43 | none | own | 1 | skilled | 2 | none | yes | good |
female | '0<=X<200' | 24 | 'delayed previously' | furniture/equipment | 2,064 | '<100' | unemployed | 3 | none | 2 | 'life insurance' | 34 | none | own | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | bad |
male | '<0' | 12 | 'critical/other existing credit' | 'new car' | 2,121 | '<100' | '1<=X<4' | 4 | none | 2 | 'life insurance' | 30 | none | own | 2 | skilled | 1 | none | yes | good |
male | 'no checking' | 9 | 'critical/other existing credit' | furniture/equipment | 2,406 | '<100' | unemployed | 2 | none | 3 | car | 31 | none | own | 1 | 'high qualif/self emp/mgmt' | 1 | none | yes | good |
female | 'no checking' | 15 | 'existing paid' | 'new car' | 3,186 | '>=1000' | '4<=X<7' | 2 | none | 3 | car | 20 | none | rent | 1 | skilled | 1 | none | yes | good |
male | '<0' | 48 | 'existing paid' | radio/tv | 6,999 | '<100' | '4<=X<7' | 1 | guarantor | 1 | 'real estate' | 34 | none | own | 2 | skilled | 1 | yes | yes | bad |
male | 'no checking' | 15 | 'existing paid' | radio/tv | 1,386 | 'no known savings' | '1<=X<4' | 4 | none | 2 | 'real estate' | 40 | none | rent | 1 | skilled | 1 | yes | yes | good |
male | 'no checking' | 12 | 'critical/other existing credit' | radio/tv | 618 | '<100' | '>=7' | 4 | none | 4 | 'real estate' | 56 | none | own | 1 | skilled | 1 | none | yes | good |
male | 'no checking' | 24 | 'critical/other existing credit' | 'used car' | 6,842 | 'no known savings' | '1<=X<4' | 2 | none | 4 | 'life insurance' | 46 | none | own | 2 | 'high qualif/self emp/mgmt' | 2 | yes | yes | good |
male | '0<=X<200' | 36 | 'delayed previously' | business | 4,455 | '<100' | '1<=X<4' | 2 | none | 2 | 'real estate' | 30 | stores | own | 2 | 'high qualif/self emp/mgmt' | 1 | yes | yes | bad |
male | '<0' | 30 | 'existing paid' | repairs | 11,998 | '<100' | '<1' | 1 | none | 1 | 'no known property' | 34 | none | own | 1 | 'unskilled resident' | 1 | yes | yes | bad |
male | 'no checking' | 36 | 'delayed previously' | 'used car' | 8,947 | 'no known savings' | '4<=X<7' | 3 | none | 2 | car | 31 | stores | own | 1 | 'high qualif/self emp/mgmt' | 2 | yes | yes | good |
female | 'no checking' | 36 | 'existing paid' | radio/tv | 2,394 | 'no known savings' | '1<=X<4' | 4 | none | 4 | car | 25 | none | own | 1 | skilled | 1 | none | yes | good |
male | '0<=X<200' | 36 | 'existing paid' | 'used car' | 9,398 | '<100' | '<1' | 1 | none | 4 | car | 28 | none | rent | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | bad |
male | '<0' | 36 | 'delayed previously' | education | 6,887 | '<100' | '1<=X<4' | 4 | none | 3 | 'life insurance' | 29 | stores | own | 1 | skilled | 1 | yes | yes | bad |
female | 'no checking' | 6 | 'existing paid' | 'new car' | 672 | '<100' | unemployed | 1 | none | 4 | 'real estate' | 54 | none | own | 1 | 'unemp/unskilled non res' | 1 | yes | yes | good |
female | '0<=X<200' | 12 | 'existing paid' | furniture/equipment | 2,762 | 'no known savings' | '>=7' | 1 | none | 2 | 'life insurance' | 25 | bank | own | 1 | skilled | 1 | yes | yes | bad |
male | 'no checking' | 12 | 'critical/other existing credit' | furniture/equipment | 5,801 | 'no known savings' | '>=7' | 2 | none | 4 | 'life insurance' | 49 | none | rent | 1 | skilled | 1 | yes | yes | good |
female | 'no checking' | 21 | 'critical/other existing credit' | furniture/equipment | 2,288 | '<100' | '<1' | 4 | none | 4 | 'life insurance' | 23 | none | own | 1 | skilled | 1 | yes | yes | good |
male | 'no checking' | 21 | 'delayed previously' | furniture/equipment | 1,591 | '100<=X<500' | '4<=X<7' | 4 | none | 3 | 'real estate' | 34 | none | own | 2 | 'high qualif/self emp/mgmt' | 1 | none | yes | good |
male | '0<=X<200' | 18 | 'critical/other existing credit' | 'new car' | 1,056 | '<100' | '>=7' | 3 | guarantor | 3 | 'real estate' | 30 | bank | own | 2 | skilled | 1 | none | yes | bad |
female | 'no checking' | 12 | 'critical/other existing credit' | radio/tv | 1,240 | 'no known savings' | '>=7' | 4 | none | 2 | 'real estate' | 38 | none | own | 2 | skilled | 1 | yes | yes | good |
male | 'no checking' | 36 | 'critical/other existing credit' | 'used car' | 11,054 | 'no known savings' | '1<=X<4' | 4 | none | 2 | car | 30 | none | own | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
male | 'no checking' | 36 | 'existing paid' | 'new car' | 909 | '500<=X<1000' | '>=7' | 4 | none | 4 | 'life insurance' | 36 | none | own | 1 | skilled | 1 | none | yes | good |
male | '0<=X<200' | 7 | 'existing paid' | radio/tv | 2,415 | '<100' | '1<=X<4' | 3 | guarantor | 2 | 'real estate' | 34 | none | own | 1 | skilled | 1 | none | yes | good |
male | 'no checking' | 24 | 'critical/other existing credit' | radio/tv | 2,223 | '100<=X<500' | '>=7' | 4 | none | 4 | 'life insurance' | 52 | bank | own | 2 | skilled | 1 | none | yes | good |
male | 'no checking' | 6 | 'existing paid' | radio/tv | 2,108 | '<100' | '4<=X<7' | 2 | none | 2 | 'real estate' | 29 | none | rent | 1 | skilled | 1 | none | yes | good |
male | '0<=X<200' | 15 | 'critical/other existing credit' | business | 2,326 | '500<=X<1000' | '1<=X<4' | 2 | none | 4 | car | 27 | bank | own | 1 | skilled | 1 | none | yes | good |
male | 'no checking' | 15 | 'critical/other existing credit' | radio/tv | 1,471 | '<100' | '1<=X<4' | 4 | none | 4 | 'no known property' | 35 | none | 'for free' | 2 | skilled | 1 | yes | yes | good |
male | '0<=X<200' | 24 | 'critical/other existing credit' | business | 1,935 | '<100' | '>=7' | 4 | none | 4 | 'real estate' | 31 | none | own | 2 | skilled | 1 | yes | yes | bad |
female | 'no checking' | 15 | 'existing paid' | 'new car' | 5,324 | '500<=X<1000' | '>=7' | 1 | none | 4 | 'no known property' | 35 | none | 'for free' | 1 | skilled | 1 | none | yes | good |
male | '>=200' | 6 | 'existing paid' | 'new car' | 709 | '>=1000' | '<1' | 2 | none | 2 | 'real estate' | 27 | none | own | 1 | 'unemp/unskilled non res' | 1 | none | no | good |
male | '0<=X<200' | 8 | 'existing paid' | radio/tv | 1,414 | '<100' | '1<=X<4' | 4 | guarantor | 2 | 'real estate' | 33 | none | own | 1 | skilled | 1 | none | no | good |
male | 'no checking' | 24 | 'existing paid' | furniture/equipment | 2,835 | '500<=X<1000' | '>=7' | 3 | none | 4 | 'life insurance' | 53 | none | own | 1 | skilled | 1 | none | yes | good |
male | '<0' | 13 | 'critical/other existing credit' | business | 1,797 | '<100' | '<1' | 3 | none | 1 | 'life insurance' | 28 | bank | own | 2 | 'unskilled resident' | 1 | none | yes | good |
male | '0<=X<200' | 12 | 'existing paid' | business | 1,037 | '100<=X<500' | '4<=X<7' | 3 | none | 4 | 'real estate' | 39 | none | own | 1 | 'unskilled resident' | 1 | none | yes | good |
female | '0<=X<200' | 42 | 'critical/other existing credit' | business | 5,954 | '<100' | '4<=X<7' | 2 | none | 1 | 'real estate' | 41 | bank | own | 2 | 'unskilled resident' | 1 | none | yes | good |
female | 'no checking' | 36 | 'delayed previously' | radio/tv | 4,454 | '<100' | '1<=X<4' | 4 | none | 4 | 'real estate' | 34 | none | own | 2 | skilled | 1 | none | yes | good |
male | '<0' | 48 | 'existing paid' | 'domestic appliance' | 3,051 | '<100' | '1<=X<4' | 3 | none | 4 | car | 54 | none | own | 1 | skilled | 1 | none | yes | bad |
female | 'no checking' | 12 | 'critical/other existing credit' | radio/tv | 1,291 | '<100' | '1<=X<4' | 4 | none | 2 | 'life insurance' | 35 | none | own | 2 | skilled | 1 | none | yes | good |
male | '0<=X<200' | 48 | 'all paid' | business | 3,566 | '100<=X<500' | '4<=X<7' | 4 | none | 2 | car | 30 | none | own | 1 | skilled | 1 | none | yes | good |
male | 'no checking' | 6 | 'critical/other existing credit' | furniture/equipment | 1,221 | 'no known savings' | '1<=X<4' | 1 | none | 2 | 'life insurance' | 27 | none | own | 2 | skilled | 1 | none | yes | good |
male | 'no checking' | 4 | 'critical/other existing credit' | radio/tv | 1,544 | '<100' | '4<=X<7' | 2 | none | 1 | 'real estate' | 42 | none | own | 3 | 'unskilled resident' | 2 | none | yes | good |
male | '0<=X<200' | 12 | 'existing paid' | radio/tv | 625 | '<100' | '<1' | 4 | guarantor | 1 | 'real estate' | 26 | bank | own | 1 | 'unskilled resident' | 1 | none | yes | good |
male | '0<=X<200' | 12 | 'existing paid' | 'new car' | 2,002 | '<100' | '4<=X<7' | 3 | none | 4 | 'life insurance' | 30 | none | rent | 1 | skilled | 2 | yes | yes | good |
female | '<0' | 24 | 'existing paid' | 'new car' | 3,123 | '<100' | '<1' | 4 | none | 1 | 'life insurance' | 27 | none | own | 1 | skilled | 1 | none | yes | bad |
male | 'no checking' | 15 | 'existing paid' | furniture/equipment | 2,708 | '<100' | '<1' | 2 | none | 3 | 'life insurance' | 27 | bank | own | 2 | 'unskilled resident' | 1 | none | yes | good |
male | 'no checking' | 12 | 'critical/other existing credit' | education | 3,565 | 'no known savings' | '<1' | 2 | none | 1 | 'life insurance' | 37 | none | own | 2 | 'unskilled resident' | 2 | none | yes | good |
male | '>=200' | 12 | 'critical/other existing credit' | 'new car' | 1,480 | '500<=X<1000' | unemployed | 2 | none | 4 | 'no known property' | 66 | bank | 'for free' | 3 | 'unemp/unskilled non res' | 1 | none | yes | good |
male | 'no checking' | 15 | 'critical/other existing credit' | radio/tv | 1,360 | '<100' | '1<=X<4' | 4 | none | 2 | 'life insurance' | 31 | none | own | 2 | skilled | 1 | none | yes | good |
male | '0<=X<200' | 12 | 'existing paid' | radio/tv | 1,158 | '500<=X<1000' | '1<=X<4' | 3 | none | 1 | car | 26 | none | own | 1 | skilled | 1 | yes | yes | good |
male | '0<=X<200' | 12 | 'existing paid' | radio/tv | 1,103 | '<100' | '4<=X<7' | 4 | guarantor | 3 | 'real estate' | 29 | none | own | 2 | skilled | 1 | none | no | good |
female | '<0' | 24 | 'existing paid' | furniture/equipment | 7,721 | 'no known savings' | '<1' | 1 | none | 2 | 'life insurance' | 30 | none | own | 1 | skilled | 1 | yes | no | good |
male | '<0' | 18 | 'existing paid' | 'domestic appliance' | 1,217 | '<100' | '1<=X<4' | 4 | none | 3 | 'real estate' | 47 | none | own | 1 | 'unskilled resident' | 1 | yes | yes | bad |
male | '0<=X<200' | 12 | 'existing paid' | radio/tv | 6,468 | 'no known savings' | unemployed | 2 | none | 1 | 'no known property' | 52 | none | own | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | bad |
male | '0<=X<200' | 24 | 'existing paid' | radio/tv | 2,039 | '<100' | '<1' | 1 | none | 1 | 'life insurance' | 22 | none | own | 1 | skilled | 1 | yes | yes | bad |
male | '0<=X<200' | 20 | 'delayed previously' | other | 2,629 | '<100' | '1<=X<4' | 2 | none | 3 | car | 29 | bank | own | 2 | skilled | 1 | yes | yes | good |
male | '>=200' | 15 | 'critical/other existing credit' | radio/tv | 1,271 | 'no known savings' | '1<=X<4' | 3 | none | 4 | 'no known property' | 39 | none | 'for free' | 2 | skilled | 1 | yes | yes | bad |
male | 'no checking' | 12 | 'existing paid' | radio/tv | 804 | '<100' | '>=7' | 4 | none | 4 | car | 38 | none | own | 1 | skilled | 1 | none | yes | good |