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' | 30 | 'no credits/all paid' | business | 8,072 | 'no known savings' | '<1' | 2 | none | 3 | car | 25 | bank | own | 3 | skilled | 1 | none | yes | good |
male | '0<=X<200' | 12 | 'existing paid' | repairs | 639 | '<100' | '1<=X<4' | 4 | none | 2 | car | 30 | none | own | 1 | skilled | 1 | none | yes | bad |
male | '<0' | 24 | 'existing paid' | 'used car' | 2,910 | '<100' | '4<=X<7' | 2 | none | 1 | 'no known property' | 34 | none | 'for free' | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
male | '0<=X<200' | 60 | 'delayed previously' | radio/tv | 7,418 | 'no known savings' | '1<=X<4' | 1 | none | 1 | 'real estate' | 27 | none | own | 1 | 'unskilled resident' | 1 | none | yes | good |
male | 'no checking' | 48 | 'existing paid' | radio/tv | 10,222 | 'no known savings' | '4<=X<7' | 4 | none | 3 | car | 37 | stores | own | 1 | skilled | 1 | yes | yes | good |
male | '0<=X<200' | 6 | 'existing paid' | repairs | 454 | '<100' | '<1' | 3 | none | 1 | 'life insurance' | 22 | none | own | 1 | 'unskilled resident' | 1 | none | yes | good |
male | 'no checking' | 24 | 'existing paid' | business | 4,591 | '>=1000' | '1<=X<4' | 2 | none | 3 | 'life insurance' | 54 | none | own | 3 | 'high qualif/self emp/mgmt' | 1 | yes | yes | bad |
male | 'no checking' | 48 | 'critical/other existing credit' | radio/tv | 3,578 | 'no known savings' | '>=7' | 4 | none | 1 | 'real estate' | 47 | none | own | 1 | skilled | 1 | yes | yes | good |
male | '0<=X<200' | 60 | 'delayed previously' | radio/tv | 9,157 | 'no known savings' | '1<=X<4' | 2 | none | 2 | 'no known property' | 27 | none | 'for free' | 1 | 'high qualif/self emp/mgmt' | 1 | none | yes | good |
male | 'no checking' | 24 | 'critical/other existing credit' | business | 4,526 | '<100' | '1<=X<4' | 3 | none | 2 | 'real estate' | 74 | none | own | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
male | 'no checking' | 36 | 'delayed previously' | business | 9,572 | '<100' | '<1' | 1 | none | 1 | car | 28 | none | own | 2 | skilled | 1 | none | yes | bad |
female | '0<=X<200' | 36 | 'no credits/all paid' | radio/tv | 3,804 | '<100' | '1<=X<4' | 4 | none | 1 | car | 42 | none | own | 1 | skilled | 1 | yes | yes | bad |
male | '<0' | 12 | 'critical/other existing credit' | 'new car' | 691 | '<100' | '>=7' | 4 | none | 3 | 'life insurance' | 35 | none | own | 2 | skilled | 1 | none | yes | bad |
male | 'no checking' | 21 | 'existing paid' | 'used car' | 2,476 | 'no known savings' | '>=7' | 4 | none | 4 | 'real estate' | 46 | none | own | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
female | '0<=X<200' | 9 | 'existing paid' | radio/tv | 790 | '500<=X<1000' | '1<=X<4' | 4 | none | 3 | 'real estate' | 66 | none | own | 1 | 'unskilled resident' | 1 | none | yes | good |
male | 'no checking' | 60 | 'existing paid' | 'new car' | 6,527 | 'no known savings' | '1<=X<4' | 4 | none | 4 | 'no known property' | 34 | none | 'for free' | 1 | skilled | 2 | yes | yes | good |
male | '0<=X<200' | 15 | 'all paid' | 'new car' | 1,264 | '100<=X<500' | '1<=X<4' | 2 | none | 2 | 'life insurance' | 25 | none | rent | 1 | skilled | 1 | none | yes | bad |
female | 'no checking' | 36 | 'critical/other existing credit' | furniture/equipment | 7,127 | '<100' | '<1' | 2 | none | 4 | 'life insurance' | 23 | none | rent | 2 | skilled | 1 | yes | yes | bad |
male | 'no checking' | 24 | 'critical/other existing credit' | furniture/equipment | 2,028 | '<100' | '4<=X<7' | 2 | none | 2 | 'life insurance' | 30 | none | own | 2 | 'unskilled resident' | 1 | none | yes | good |
female | 'no checking' | 11 | 'critical/other existing credit' | 'new car' | 1,393 | '<100' | '<1' | 4 | none | 4 | car | 35 | none | own | 2 | 'high qualif/self emp/mgmt' | 1 | none | yes | good |
female | '0<=X<200' | 9 | 'existing paid' | 'new car' | 3,195 | 'no known savings' | '1<=X<4' | 1 | none | 2 | 'real estate' | 33 | none | own | 1 | 'unskilled resident' | 1 | none | yes | good |
male | '<0' | 12 | 'all paid' | retraining | 339 | '<100' | '>=7' | 4 | none | 1 | car | 45 | bank | own | 1 | 'unskilled resident' | 1 | none | yes | good |
male | 'no checking' | 24 | 'critical/other existing credit' | 'used car' | 4,042 | 'no known savings' | '4<=X<7' | 3 | none | 4 | 'life insurance' | 43 | none | own | 2 | skilled | 1 | yes | yes | good |
female | 'no checking' | 12 | 'existing paid' | furniture/equipment | 763 | '<100' | '1<=X<4' | 4 | none | 1 | 'real estate' | 26 | none | own | 1 | skilled | 1 | yes | yes | good |
male | 'no checking' | 24 | 'critical/other existing credit' | radio/tv | 2,424 | 'no known savings' | '>=7' | 4 | none | 4 | 'life insurance' | 53 | none | own | 2 | skilled | 1 | none | yes | good |
male | 'no checking' | 36 | 'existing paid' | 'used car' | 4,686 | '<100' | '1<=X<4' | 2 | none | 2 | 'no known property' | 32 | none | 'for free' | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
male | 'no checking' | 11 | 'critical/other existing credit' | 'new car' | 7,228 | '<100' | '1<=X<4' | 1 | none | 4 | 'life insurance' | 39 | none | own | 2 | 'unskilled resident' | 1 | none | yes | good |
male | 'no checking' | 24 | 'existing paid' | 'new car' | 7,393 | '<100' | '1<=X<4' | 1 | none | 4 | 'life insurance' | 43 | none | own | 1 | 'unskilled resident' | 2 | none | yes | good |
male | 'no checking' | 12 | 'existing paid' | 'new car' | 3,527 | 'no known savings' | '<1' | 2 | none | 3 | 'life insurance' | 45 | none | own | 1 | 'high qualif/self emp/mgmt' | 2 | yes | yes | good |
female | '<0' | 6 | 'critical/other existing credit' | 'new car' | 609 | '<100' | '4<=X<7' | 4 | none | 3 | 'life insurance' | 37 | none | own | 2 | skilled | 1 | none | no | good |
female | '0<=X<200' | 24 | 'existing paid' | 'used car' | 4,113 | '500<=X<1000' | '<1' | 3 | none | 4 | car | 28 | none | rent | 1 | skilled | 1 | none | yes | bad |
female | '0<=X<200' | 12 | 'critical/other existing credit' | radio/tv | 3,573 | '<100' | '1<=X<4' | 1 | none | 1 | 'real estate' | 23 | none | own | 1 | 'unskilled resident' | 1 | none | yes | good |
male | 'no checking' | 15 | 'critical/other existing credit' | furniture/equipment | 1,520 | 'no known savings' | '>=7' | 4 | none | 4 | 'life insurance' | 63 | none | own | 1 | skilled | 1 | none | yes | good |
male | '>=200' | 24 | 'critical/other existing credit' | radio/tv | 3,148 | 'no known savings' | '1<=X<4' | 3 | none | 2 | car | 31 | none | own | 2 | skilled | 1 | yes | yes | good |
male | 'no checking' | 36 | 'existing paid' | radio/tv | 3,595 | '<100' | '>=7' | 4 | none | 2 | car | 28 | none | own | 1 | skilled | 1 | none | yes | good |
male | 'no checking' | 36 | 'no credits/all paid' | repairs | 2,613 | '<100' | '1<=X<4' | 4 | none | 2 | car | 27 | none | own | 2 | skilled | 1 | none | yes | good |
male | 'no checking' | 6 | 'no credits/all paid' | radio/tv | 426 | '<100' | '>=7' | 4 | none | 4 | car | 39 | none | own | 1 | 'unskilled resident' | 1 | none | yes | good |
female | '<0' | 12 | 'existing paid' | 'new car' | 1,893 | '<100' | '1<=X<4' | 4 | guarantor | 4 | 'life insurance' | 29 | none | own | 1 | skilled | 1 | yes | yes | good |
female | 'no checking' | 24 | 'critical/other existing credit' | 'new car' | 1,287 | '>=1000' | '>=7' | 4 | none | 4 | 'real estate' | 37 | none | own | 2 | skilled | 1 | yes | yes | good |
male | '<0' | 36 | 'delayed previously' | business | 2,145 | '<100' | '4<=X<7' | 2 | none | 1 | car | 24 | none | own | 2 | skilled | 1 | yes | yes | bad |
male | '<0' | 18 | 'existing paid' | furniture/equipment | 2,473 | '<100' | unemployed | 4 | none | 1 | car | 25 | none | own | 1 | 'unemp/unskilled non res' | 1 | none | yes | bad |
male | '<0' | 24 | 'existing paid' | furniture/equipment | 3,149 | '<100' | '<1' | 4 | none | 1 | 'no known property' | 22 | bank | 'for free' | 1 | skilled | 1 | none | yes | good |
male | '>=200' | 18 | 'existing paid' | radio/tv | 2,100 | '<100' | '1<=X<4' | 4 | 'co applicant' | 2 | 'real estate' | 37 | stores | own | 1 | skilled | 1 | none | yes | bad |
female | '0<=X<200' | 30 | 'existing paid' | radio/tv | 1,715 | 'no known savings' | '1<=X<4' | 4 | none | 1 | car | 26 | none | own | 1 | skilled | 1 | none | yes | good |
female | '0<=X<200' | 60 | 'all paid' | other | 14,782 | '100<=X<500' | '>=7' | 3 | none | 4 | 'no known property' | 60 | bank | 'for free' | 2 | 'high qualif/self emp/mgmt' | 1 | yes | yes | bad |
male | 'no checking' | 24 | 'delayed previously' | 'used car' | 4,679 | '<100' | '4<=X<7' | 3 | none | 3 | car | 35 | none | own | 2 | 'unskilled resident' | 1 | yes | yes | good |
female | 'no checking' | 15 | 'existing paid' | radio/tv | 3,568 | '<100' | '>=7' | 4 | none | 2 | car | 54 | bank | rent | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
male | '<0' | 20 | 'critical/other existing credit' | 'new car' | 2,235 | '<100' | '1<=X<4' | 4 | guarantor | 2 | 'life insurance' | 33 | bank | rent | 2 | skilled | 1 | none | no | bad |
female | '0<=X<200' | 27 | 'existing paid' | business | 2,528 | '<100' | '<1' | 4 | none | 1 | 'life insurance' | 32 | none | own | 1 | skilled | 2 | yes | yes | good |
male | 'no checking' | 21 | 'delayed previously' | 'used car' | 2,993 | '<100' | '1<=X<4' | 3 | none | 2 | 'real estate' | 28 | stores | own | 2 | 'unskilled resident' | 1 | none | yes | good |
male | '0<=X<200' | 45 | 'existing paid' | radio/tv | 3,031 | '100<=X<500' | '1<=X<4' | 4 | guarantor | 4 | 'life insurance' | 21 | none | rent | 1 | skilled | 1 | none | yes | bad |
male | 'no checking' | 36 | 'delayed previously' | 'new car' | 10,875 | '<100' | '>=7' | 2 | none | 2 | car | 45 | none | own | 2 | skilled | 2 | yes | yes | good |
male | 'no checking' | 10 | 'existing paid' | furniture/equipment | 2,210 | '<100' | '1<=X<4' | 2 | none | 2 | 'real estate' | 25 | bank | rent | 1 | 'unskilled resident' | 1 | none | yes | bad |
male | '0<=X<200' | 24 | 'critical/other existing credit' | radio/tv | 1,216 | '100<=X<500' | '<1' | 4 | none | 4 | 'no known property' | 38 | bank | own | 2 | skilled | 2 | none | yes | bad |
male | '<0' | 11 | 'critical/other existing credit' | 'new car' | 3,939 | '<100' | '1<=X<4' | 1 | none | 2 | 'real estate' | 40 | none | own | 2 | 'unskilled resident' | 2 | none | yes | good |
male | 'no checking' | 24 | 'delayed previously' | business | 2,375 | '500<=X<1000' | '1<=X<4' | 4 | none | 2 | car | 44 | none | own | 2 | skilled | 2 | yes | yes | good |
male | 'no checking' | 24 | 'existing paid' | retraining | 937 | '<100' | '<1' | 4 | none | 3 | car | 27 | none | own | 2 | 'unskilled resident' | 1 | none | yes | good |
male | 'no checking' | 42 | 'existing paid' | radio/tv | 7,166 | 'no known savings' | '4<=X<7' | 2 | none | 4 | 'life insurance' | 29 | none | rent | 1 | skilled | 1 | yes | yes | good |
male | 'no checking' | 15 | 'existing paid' | 'domestic appliance' | 1,262 | '500<=X<1000' | '4<=X<7' | 4 | none | 3 | 'life insurance' | 36 | none | own | 2 | skilled | 1 | yes | yes | good |
female | 'no checking' | 15 | 'delayed previously' | 'used car' | 3,594 | '<100' | '<1' | 1 | none | 2 | 'life insurance' | 46 | none | own | 2 | 'unskilled resident' | 1 | none | yes | good |
male | '>=200' | 36 | 'existing paid' | radio/tv | 5,848 | '<100' | '1<=X<4' | 4 | none | 1 | car | 24 | none | own | 1 | skilled | 1 | none | yes | good |
female | '0<=X<200' | 18 | 'critical/other existing credit' | radio/tv | 1,795 | '<100' | '>=7' | 3 | guarantor | 4 | 'real estate' | 48 | bank | rent | 2 | 'unskilled resident' | 1 | yes | yes | good |
male | '<0' | 36 | 'existing paid' | furniture/equipment | 3,959 | '<100' | unemployed | 4 | none | 3 | 'life insurance' | 30 | none | own | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
female | '<0' | 24 | 'existing paid' | 'new car' | 1,285 | 'no known savings' | '4<=X<7' | 4 | none | 4 | 'no known property' | 32 | none | rent | 1 | skilled | 1 | none | yes | bad |
female | '>=200' | 15 | 'existing paid' | education | 392 | '<100' | '<1' | 4 | none | 4 | 'life insurance' | 23 | none | rent | 1 | skilled | 1 | yes | yes | good |
male | '0<=X<200' | 48 | 'existing paid' | radio/tv | 10,961 | '>=1000' | '4<=X<7' | 1 | 'co applicant' | 2 | 'no known property' | 27 | bank | own | 2 | skilled | 1 | yes | yes | bad |
male | 'no checking' | 9 | 'existing paid' | radio/tv | 2,753 | '100<=X<500' | '>=7' | 3 | 'co applicant' | 4 | car | 35 | none | own | 1 | skilled | 1 | yes | yes | good |
male | '0<=X<200' | 9 | 'critical/other existing credit' | furniture/equipment | 1,919 | '<100' | '4<=X<7' | 4 | none | 3 | car | 35 | none | rent | 1 | skilled | 1 | yes | yes | good |
male | '0<=X<200' | 12 | 'existing paid' | 'used car' | 2,028 | 'no known savings' | '1<=X<4' | 4 | none | 2 | car | 30 | none | own | 1 | skilled | 1 | none | yes | good |
female | '0<=X<200' | 18 | 'existing paid' | 'new car' | 1,042 | 'no known savings' | '1<=X<4' | 4 | none | 2 | 'life insurance' | 33 | none | own | 1 | skilled | 1 | none | yes | bad |
female | '<0' | 6 | 'existing paid' | furniture/equipment | 428 | '<100' | '>=7' | 2 | none | 1 | 'life insurance' | 49 | bank | own | 1 | skilled | 1 | yes | yes | good |
male | '<0' | 9 | 'critical/other existing credit' | 'new car' | 2,799 | '<100' | '1<=X<4' | 2 | none | 2 | 'real estate' | 36 | none | rent | 2 | skilled | 2 | none | yes | good |
male | '0<=X<200' | 39 | 'critical/other existing credit' | radio/tv | 4,933 | '<100' | '4<=X<7' | 2 | guarantor | 2 | 'real estate' | 25 | none | own | 2 | skilled | 1 | none | yes | bad |
male | 'no checking' | 60 | 'existing paid' | 'new car' | 10,366 | '<100' | '>=7' | 2 | none | 4 | 'life insurance' | 42 | none | own | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
male | '0<=X<200' | 12 | 'critical/other existing credit' | 'new car' | 2,366 | '500<=X<1000' | '4<=X<7' | 3 | none | 3 | car | 36 | none | own | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
male | 'no checking' | 18 | 'existing paid' | 'used car' | 3,378 | 'no known savings' | '1<=X<4' | 2 | none | 1 | 'life insurance' | 31 | none | own | 1 | skilled | 1 | yes | yes | good |
male | 'no checking' | 10 | 'existing paid' | radio/tv | 1,924 | '<100' | '1<=X<4' | 1 | none | 4 | 'life insurance' | 38 | none | own | 1 | skilled | 1 | yes | no | good |
male | 'no checking' | 14 | 'delayed previously' | 'new car' | 802 | '<100' | '1<=X<4' | 4 | none | 2 | car | 27 | none | own | 2 | 'unskilled resident' | 1 | none | yes | good |
female | '0<=X<200' | 48 | 'no credits/all paid' | 'new car' | 8,358 | '500<=X<1000' | '<1' | 1 | none | 1 | car | 30 | none | own | 2 | skilled | 1 | none | yes | good |
male | '0<=X<200' | 12 | 'critical/other existing credit' | 'domestic appliance' | 1,424 | '<100' | '4<=X<7' | 4 | none | 3 | 'life insurance' | 26 | none | own | 1 | skilled | 1 | none | yes | good |
female | '0<=X<200' | 30 | 'no credits/all paid' | business | 4,221 | '<100' | '1<=X<4' | 2 | none | 1 | car | 28 | none | own | 2 | skilled | 1 | none | yes | good |
male | 'no checking' | 24 | 'all paid' | business | 1,559 | '<100' | '4<=X<7' | 4 | none | 4 | car | 50 | bank | own | 1 | skilled | 1 | yes | yes | good |
male | '<0' | 12 | 'existing paid' | radio/tv | 2,214 | '<100' | '1<=X<4' | 4 | none | 3 | 'life insurance' | 24 | none | own | 1 | 'unskilled resident' | 1 | none | yes | good |
male | 'no checking' | 12 | 'existing paid' | radio/tv | 3,059 | '>=1000' | '4<=X<7' | 2 | none | 4 | 'real estate' | 61 | none | own | 1 | 'unskilled resident' | 1 | none | yes | good |
male | 'no checking' | 12 | 'critical/other existing credit' | radio/tv | 930 | 'no known savings' | '>=7' | 4 | none | 4 | 'real estate' | 65 | none | own | 4 | skilled | 1 | none | yes | good |
male | 'no checking' | 48 | 'critical/other existing credit' | education | 6,110 | '<100' | '1<=X<4' | 1 | none | 3 | 'no known property' | 31 | bank | 'for free' | 1 | skilled | 1 | yes | yes | good |
male | 'no checking' | 12 | 'no credits/all paid' | furniture/equipment | 2,759 | '<100' | '>=7' | 2 | none | 4 | 'life insurance' | 34 | none | own | 2 | skilled | 1 | none | yes | good |
male | '0<=X<200' | 12 | 'existing paid' | furniture/equipment | 1,922 | '<100' | '1<=X<4' | 4 | none | 2 | 'life insurance' | 37 | none | own | 1 | 'unskilled resident' | 1 | none | yes | bad |
male | 'no checking' | 24 | 'delayed previously' | furniture/equipment | 4,151 | '100<=X<500' | '1<=X<4' | 2 | none | 3 | 'life insurance' | 35 | none | own | 2 | skilled | 1 | none | yes | good |
male | '<0' | 10 | 'critical/other existing credit' | 'new car' | 1,038 | '<100' | '4<=X<7' | 4 | 'co applicant' | 3 | 'life insurance' | 49 | none | own | 2 | skilled | 1 | yes | yes | good |
female | '<0' | 15 | 'existing paid' | 'new car' | 2,511 | '<100' | unemployed | 1 | none | 4 | car | 23 | none | rent | 1 | skilled | 1 | none | yes | good |
male | 'no checking' | 30 | 'critical/other existing credit' | radio/tv | 5,954 | '<100' | '4<=X<7' | 3 | 'co applicant' | 2 | car | 38 | none | own | 1 | skilled | 1 | none | yes | good |
female | '<0' | 12 | 'existing paid' | furniture/equipment | 1,858 | '<100' | '<1' | 4 | none | 1 | car | 22 | none | rent | 1 | skilled | 1 | none | yes | good |
female | '0<=X<200' | 8 | 'existing paid' | radio/tv | 760 | '<100' | '4<=X<7' | 4 | guarantor | 2 | 'real estate' | 44 | none | own | 1 | 'unskilled resident' | 1 | none | yes | good |
male | 'no checking' | 15 | 'critical/other existing credit' | radio/tv | 1,829 | '<100' | '>=7' | 4 | none | 4 | car | 46 | none | own | 2 | skilled | 1 | yes | yes | good |
male | '<0' | 18 | 'critical/other existing credit' | 'new car' | 5,302 | '<100' | '>=7' | 2 | none | 4 | 'no known property' | 36 | none | 'for free' | 3 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
female | '<0' | 12 | 'existing paid' | 'domestic appliance' | 741 | '100<=X<500' | unemployed | 4 | none | 3 | 'life insurance' | 22 | none | own | 1 | skilled | 1 | none | yes | bad |
male | 'no checking' | 10 | 'existing paid' | 'new car' | 1,287 | 'no known savings' | '>=7' | 4 | 'co applicant' | 2 | 'life insurance' | 45 | none | own | 1 | 'unskilled resident' | 1 | none | no | good |
female | '<0' | 24 | 'existing paid' | 'new car' | 1,381 | 'no known savings' | '1<=X<4' | 4 | none | 2 | 'life insurance' | 35 | none | own | 1 | skilled | 1 | none | yes | bad |
male | 'no checking' | 6 | 'existing paid' | radio/tv | 1,346 | '100<=X<500' | '>=7' | 2 | none | 4 | 'no known property' | 42 | bank | 'for free' | 1 | skilled | 2 | yes | yes | good |