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' | 10 | 'critical/other existing credit' | furniture/equipment | 2,069 | 'no known savings' | '1<=X<4' | 2 | none | 1 | car | 26 | none | own | 2 | skilled | 1 | none | no | good |
male | 'no checking' | 48 | 'delayed previously' | radio/tv | 7,238 | 'no known savings' | '>=7' | 3 | none | 3 | car | 32 | bank | own | 2 | skilled | 2 | none | yes | good |
female | '>=200' | 18 | 'existing paid' | furniture/equipment | 3,049 | '<100' | '<1' | 1 | none | 1 | 'life insurance' | 45 | stores | own | 1 | 'unskilled resident' | 1 | none | yes | good |
female | '0<=X<200' | 15 | 'existing paid' | 'new car' | 2,631 | '100<=X<500' | '1<=X<4' | 2 | none | 4 | car | 28 | none | rent | 2 | skilled | 1 | yes | yes | bad |
female | '0<=X<200' | 30 | 'existing paid' | furniture/equipment | 3,441 | '100<=X<500' | '1<=X<4' | 2 | 'co applicant' | 4 | car | 21 | none | rent | 1 | skilled | 1 | none | yes | bad |
male | 'no checking' | 24 | 'existing paid' | radio/tv | 2,284 | '<100' | '4<=X<7' | 4 | none | 2 | car | 28 | none | own | 1 | skilled | 1 | yes | yes | good |
female | '<0' | 18 | 'critical/other existing credit' | furniture/equipment | 1,049 | '<100' | '<1' | 4 | none | 4 | 'life insurance' | 21 | none | rent | 1 | skilled | 1 | none | yes | good |
male | '<0' | 24 | 'existing paid' | furniture/equipment | 4,169 | '<100' | '1<=X<4' | 4 | none | 4 | 'life insurance' | 28 | none | own | 1 | skilled | 1 | none | yes | good |
male | '0<=X<200' | 27 | 'delayed previously' | 'used car' | 5,965 | '<100' | '>=7' | 1 | none | 2 | car | 30 | none | own | 2 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
male | '0<=X<200' | 15 | 'all paid' | 'new car' | 6,850 | '100<=X<500' | unemployed | 1 | none | 2 | 'life insurance' | 34 | none | own | 1 | 'high qualif/self emp/mgmt' | 2 | yes | yes | bad |
male | '<0' | 6 | 'critical/other existing credit' | 'new car' | 1,361 | '<100' | '<1' | 2 | none | 4 | 'real estate' | 40 | none | own | 1 | 'unskilled resident' | 2 | none | no | good |
female | 'no checking' | 18 | 'critical/other existing credit' | furniture/equipment | 1,817 | '<100' | '1<=X<4' | 4 | none | 2 | 'no known property' | 28 | none | own | 2 | skilled | 1 | none | yes | good |
male | 'no checking' | 24 | 'critical/other existing credit' | 'new car' | 1,940 | '>=1000' | '>=7' | 4 | none | 4 | 'real estate' | 60 | none | own | 1 | skilled | 1 | yes | yes | good |
male | 'no checking' | 10 | 'critical/other existing credit' | 'new car' | 1,231 | '<100' | '>=7' | 3 | none | 4 | 'real estate' | 32 | none | own | 2 | 'unskilled resident' | 2 | none | no | good |
female | 'no checking' | 6 | 'critical/other existing credit' | radio/tv | 1,554 | '<100' | '4<=X<7' | 1 | none | 2 | car | 24 | none | rent | 2 | skilled | 1 | yes | yes | good |
male | 'no checking' | 18 | 'critical/other existing credit' | radio/tv | 629 | '500<=X<1000' | '>=7' | 4 | none | 3 | 'life insurance' | 32 | bank | own | 2 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
male | 'no checking' | 15 | 'delayed previously' | radio/tv | 1,478 | '<100' | '1<=X<4' | 4 | none | 3 | 'real estate' | 33 | bank | own | 2 | skilled | 1 | none | yes | good |
male | '<0' | 45 | 'no credits/all paid' | business | 11,816 | '<100' | '>=7' | 2 | none | 4 | car | 29 | none | rent | 2 | skilled | 1 | none | yes | bad |
male | '<0' | 6 | 'existing paid' | 'new car' | 1,203 | '100<=X<500' | '>=7' | 3 | none | 2 | 'life insurance' | 43 | none | own | 1 | skilled | 1 | yes | yes | good |
male | '0<=X<200' | 7 | 'existing paid' | radio/tv | 2,576 | '<100' | '1<=X<4' | 2 | guarantor | 2 | 'real estate' | 35 | none | own | 1 | skilled | 1 | none | yes | good |
female | '0<=X<200' | 24 | 'existing paid' | 'used car' | 12,579 | '<100' | '>=7' | 4 | none | 2 | 'no known property' | 44 | none | 'for free' | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | bad |
male | 'no checking' | 30 | 'critical/other existing credit' | 'used car' | 7,596 | 'no known savings' | '>=7' | 1 | none | 4 | car | 63 | none | own | 2 | skilled | 1 | none | yes | good |
female | 'no checking' | 15 | 'delayed previously' | furniture/equipment | 960 | '>=1000' | '4<=X<7' | 3 | none | 2 | 'life insurance' | 30 | none | own | 2 | skilled | 1 | none | yes | good |
male | '0<=X<200' | 48 | 'existing paid' | radio/tv | 3,979 | 'no known savings' | '4<=X<7' | 4 | none | 1 | car | 41 | none | own | 2 | skilled | 2 | yes | yes | good |
male | 'no checking' | 24 | 'critical/other existing credit' | repairs | 2,058 | '<100' | '1<=X<4' | 4 | none | 2 | 'real estate' | 33 | none | own | 2 | skilled | 1 | yes | yes | good |
female | '<0' | 18 | 'existing paid' | furniture/equipment | 3,650 | '<100' | '<1' | 1 | none | 4 | car | 22 | none | rent | 1 | skilled | 1 | none | yes | good |
female | '<0' | 24 | 'existing paid' | other | 1,755 | '<100' | '>=7' | 4 | guarantor | 4 | 'real estate' | 58 | none | own | 1 | 'unskilled resident' | 1 | yes | yes | good |
male | '0<=X<200' | 15 | 'critical/other existing credit' | radio/tv | 1,537 | 'no known savings' | '>=7' | 4 | guarantor | 4 | 'real estate' | 50 | none | own | 2 | skilled | 1 | yes | yes | good |
female | 'no checking' | 12 | 'existing paid' | radio/tv | 1,493 | '<100' | '<1' | 4 | none | 3 | car | 34 | none | own | 1 | skilled | 2 | none | yes | good |
male | '0<=X<200' | 48 | 'all paid' | 'new car' | 12,169 | 'no known savings' | unemployed | 4 | 'co applicant' | 4 | 'no known property' | 36 | none | 'for free' | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
female | '<0' | 47 | 'existing paid' | 'new car' | 10,722 | '<100' | '<1' | 1 | none | 1 | 'real estate' | 35 | none | own | 1 | 'unskilled resident' | 1 | yes | yes | good |
male | '0<=X<200' | 18 | 'existing paid' | education | 1,239 | 'no known savings' | '1<=X<4' | 4 | none | 4 | 'no known property' | 61 | none | 'for free' | 1 | skilled | 1 | none | yes | good |
male | 'no checking' | 10 | 'existing paid' | education | 727 | '500<=X<1000' | '>=7' | 4 | none | 4 | 'no known property' | 46 | none | 'for free' | 1 | skilled | 1 | yes | yes | good |
male | '<0' | 11 | 'critical/other existing credit' | 'new car' | 3,905 | '<100' | '1<=X<4' | 2 | none | 2 | 'real estate' | 36 | none | rent | 2 | skilled | 2 | none | yes | good |
female | 'no checking' | 6 | 'existing paid' | furniture/equipment | 4,611 | '<100' | '<1' | 1 | none | 4 | 'life insurance' | 32 | none | own | 1 | skilled | 1 | none | yes | bad |
female | '0<=X<200' | 12 | 'existing paid' | radio/tv | 1,567 | '<100' | '1<=X<4' | 1 | none | 1 | car | 22 | none | own | 1 | skilled | 1 | yes | yes | good |
male | '<0' | 21 | 'all paid' | 'new car' | 1,647 | 'no known savings' | '1<=X<4' | 4 | none | 2 | 'life insurance' | 40 | none | own | 2 | 'unskilled resident' | 2 | none | yes | bad |
male | '<0' | 36 | 'existing paid' | furniture/equipment | 3,446 | '<100' | '>=7' | 4 | none | 2 | car | 42 | none | own | 1 | skilled | 2 | none | yes | bad |
male | 'no checking' | 24 | 'existing paid' | 'used car' | 9,277 | 'no known savings' | '1<=X<4' | 2 | none | 4 | 'no known property' | 48 | none | 'for free' | 1 | skilled | 1 | yes | yes | good |
male | '0<=X<200' | 48 | 'no credits/all paid' | business | 12,204 | 'no known savings' | '1<=X<4' | 2 | none | 2 | car | 48 | bank | own | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
male | 'no checking' | 24 | 'delayed previously' | business | 2,978 | 'no known savings' | '1<=X<4' | 4 | none | 4 | 'real estate' | 32 | none | own | 2 | skilled | 2 | yes | yes | good |
female | 'no checking' | 24 | 'existing paid' | 'used car' | 5,433 | 'no known savings' | unemployed | 2 | none | 4 | 'life insurance' | 26 | none | rent | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
male | '0<=X<200' | 15 | 'existing paid' | repairs | 1,514 | '100<=X<500' | '1<=X<4' | 4 | guarantor | 2 | 'real estate' | 22 | none | own | 1 | skilled | 1 | none | yes | good |
male | '0<=X<200' | 36 | 'delayed previously' | 'new car' | 8,086 | '100<=X<500' | '>=7' | 2 | none | 4 | car | 42 | none | own | 4 | 'high qualif/self emp/mgmt' | 1 | yes | yes | bad |
male | '<0' | 24 | 'delayed previously' | 'new car' | 1,333 | '<100' | unemployed | 4 | none | 2 | 'real estate' | 43 | none | 'for free' | 2 | skilled | 2 | none | yes | bad |
female | 'no checking' | 9 | 'existing paid' | furniture/equipment | 1,388 | '<100' | '1<=X<4' | 4 | none | 2 | 'real estate' | 26 | none | rent | 1 | skilled | 1 | none | yes | good |
female | 'no checking' | 9 | 'existing paid' | furniture/equipment | 1,980 | '<100' | '<1' | 2 | 'co applicant' | 2 | car | 19 | none | rent | 2 | skilled | 1 | none | yes | bad |
male | '<0' | 12 | 'existing paid' | furniture/equipment | 2,577 | '<100' | '1<=X<4' | 2 | none | 1 | car | 42 | none | own | 1 | skilled | 1 | none | yes | good |
male | 'no checking' | 24 | 'critical/other existing credit' | other | 6,314 | '<100' | unemployed | 4 | 'co applicant' | 2 | 'no known property' | 27 | bank | own | 2 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
male | 'no checking' | 6 | 'critical/other existing credit' | 'new car' | 2,080 | '500<=X<1000' | '1<=X<4' | 1 | none | 2 | car | 24 | none | own | 1 | skilled | 1 | none | yes | good |
female | '<0' | 18 | 'existing paid' | furniture/equipment | 2,039 | '<100' | '1<=X<4' | 1 | none | 4 | 'real estate' | 20 | bank | rent | 1 | skilled | 1 | none | yes | bad |
female | 'no checking' | 15 | 'existing paid' | 'domestic appliance' | 874 | 'no known savings' | '<1' | 4 | none | 1 | 'real estate' | 24 | none | own | 1 | skilled | 1 | none | yes | good |
female | '<0' | 6 | 'critical/other existing credit' | radio/tv | 1,957 | '<100' | '4<=X<7' | 1 | none | 4 | car | 31 | none | own | 1 | skilled | 1 | none | yes | good |
male | '0<=X<200' | 10 | 'existing paid' | 'new car' | 7,308 | '<100' | unemployed | 2 | none | 4 | 'no known property' | 70 | bank | 'for free' | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
male | '>=200' | 24 | 'existing paid' | furniture/equipment | 1,925 | '<100' | '1<=X<4' | 2 | none | 2 | 'real estate' | 26 | none | own | 1 | skilled | 1 | none | yes | good |
female | '0<=X<200' | 24 | 'existing paid' | 'new car' | 1,355 | '<100' | '<1' | 3 | none | 4 | car | 25 | none | own | 1 | 'unskilled resident' | 1 | yes | yes | bad |
female | '<0' | 12 | 'existing paid' | education | 795 | '<100' | '<1' | 4 | none | 4 | 'life insurance' | 53 | none | own | 1 | skilled | 1 | none | yes | bad |
male | '>=200' | 30 | 'critical/other existing credit' | radio/tv | 3,017 | '<100' | '>=7' | 4 | none | 4 | 'life insurance' | 47 | none | own | 1 | skilled | 1 | none | yes | good |
female | '<0' | 48 | 'all paid' | business | 7,685 | '<100' | '4<=X<7' | 2 | guarantor | 4 | car | 37 | none | rent | 1 | skilled | 1 | none | yes | bad |
male | 'no checking' | 12 | 'critical/other existing credit' | business | 2,292 | '<100' | unemployed | 4 | none | 2 | car | 42 | stores | own | 2 | 'high qualif/self emp/mgmt' | 1 | yes | yes | bad |
male | '<0' | 36 | 'existing paid' | education | 1,977 | 'no known savings' | '>=7' | 4 | none | 4 | 'no known property' | 40 | none | own | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | bad |
female | 'no checking' | 36 | 'critical/other existing credit' | 'new car' | 7,855 | '<100' | '1<=X<4' | 4 | none | 2 | 'real estate' | 25 | stores | own | 2 | skilled | 1 | yes | yes | bad |
male | 'no checking' | 18 | 'critical/other existing credit' | 'new car' | 2,775 | '<100' | '4<=X<7' | 2 | none | 2 | 'life insurance' | 31 | bank | own | 2 | skilled | 1 | none | yes | bad |
male | '0<=X<200' | 21 | 'delayed previously' | 'new car' | 2,353 | '<100' | '1<=X<4' | 1 | none | 4 | 'life insurance' | 47 | none | own | 2 | skilled | 1 | none | yes | good |
male | 'no checking' | 18 | 'existing paid' | 'new car' | 1,820 | '<100' | '1<=X<4' | 2 | none | 2 | 'life insurance' | 30 | none | own | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
male | 'no checking' | 12 | 'existing paid' | 'used car' | 2,445 | 'no known savings' | '<1' | 2 | none | 4 | car | 26 | none | rent | 1 | skilled | 1 | yes | yes | good |
male | '<0' | 12 | 'existing paid' | radio/tv | 1,680 | '500<=X<1000' | '>=7' | 3 | none | 1 | 'real estate' | 35 | none | own | 1 | skilled | 1 | none | yes | good |
female | '<0' | 18 | 'delayed previously' | education | 8,471 | 'no known savings' | '1<=X<4' | 1 | none | 2 | car | 23 | none | rent | 2 | skilled | 1 | yes | yes | good |
male | '0<=X<200' | 26 | 'existing paid' | 'used car' | 7,966 | '<100' | '<1' | 2 | none | 3 | car | 30 | none | own | 2 | skilled | 1 | none | yes | good |
male | '<0' | 12 | 'existing paid' | 'used car' | 3,386 | '<100' | '>=7' | 3 | none | 4 | 'no known property' | 35 | none | 'for free' | 1 | skilled | 1 | yes | yes | bad |
male | '>=200' | 12 | 'critical/other existing credit' | 'new car' | 939 | '500<=X<1000' | '4<=X<7' | 4 | none | 2 | 'real estate' | 28 | none | own | 3 | skilled | 1 | yes | yes | bad |
female | 'no checking' | 12 | 'critical/other existing credit' | radio/tv | 797 | 'no known savings' | '>=7' | 4 | none | 3 | 'life insurance' | 33 | bank | own | 1 | 'unskilled resident' | 2 | none | yes | bad |
male | '<0' | 24 | 'existing paid' | furniture/equipment | 1,747 | '<100' | '<1' | 4 | 'co applicant' | 1 | 'life insurance' | 24 | none | own | 1 | 'unskilled resident' | 1 | none | no | good |
male | '<0' | 12 | 'no credits/all paid' | repairs | 1,108 | '<100' | '4<=X<7' | 4 | none | 3 | 'real estate' | 28 | none | own | 2 | skilled | 1 | none | yes | bad |
female | '0<=X<200' | 13 | 'existing paid' | radio/tv | 2,101 | '<100' | '<1' | 2 | guarantor | 4 | 'life insurance' | 23 | none | own | 1 | 'unskilled resident' | 1 | none | yes | good |
male | '<0' | 24 | 'existing paid' | 'used car' | 6,579 | '<100' | unemployed | 4 | none | 2 | 'no known property' | 29 | none | 'for free' | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
male | 'no checking' | 48 | 'delayed previously' | radio/tv | 12,749 | '500<=X<1000' | '4<=X<7' | 4 | none | 1 | car | 37 | none | own | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
male | 'no checking' | 12 | 'critical/other existing credit' | radio/tv | 522 | '500<=X<1000' | '>=7' | 4 | none | 4 | 'life insurance' | 42 | none | own | 2 | skilled | 2 | yes | yes | good |
male | '<0' | 24 | 'all paid' | furniture/equipment | 2,828 | '500<=X<1000' | '1<=X<4' | 4 | none | 4 | 'real estate' | 22 | stores | own | 1 | skilled | 1 | yes | yes | good |
female | '0<=X<200' | 24 | 'existing paid' | 'new car' | 2,718 | '<100' | '1<=X<4' | 3 | none | 4 | 'life insurance' | 20 | none | rent | 1 | 'unskilled resident' | 1 | yes | yes | bad |
female | '>=200' | 10 | 'existing paid' | 'new car' | 1,240 | '100<=X<500' | '>=7' | 1 | none | 4 | 'no known property' | 48 | none | 'for free' | 1 | 'unskilled resident' | 2 | none | yes | bad |
male | '0<=X<200' | 12 | 'existing paid' | 'new car' | 1,318 | '>=1000' | '>=7' | 4 | none | 4 | 'real estate' | 54 | none | own | 1 | skilled | 1 | yes | yes | good |
female | '<0' | 48 | 'existing paid' | business | 4,308 | '<100' | '<1' | 3 | none | 4 | 'life insurance' | 24 | none | rent | 1 | skilled | 1 | none | yes | bad |
female | '<0' | 12 | 'existing paid' | furniture/equipment | 2,578 | '<100' | unemployed | 3 | none | 4 | 'no known property' | 55 | none | 'for free' | 1 | 'high qualif/self emp/mgmt' | 1 | none | yes | good |
male | 'no checking' | 24 | 'existing paid' | radio/tv | 1,311 | '100<=X<500' | '4<=X<7' | 4 | none | 3 | 'life insurance' | 26 | none | own | 1 | skilled | 1 | yes | yes | good |
male | '<0' | 30 | 'critical/other existing credit' | 'used car' | 6,187 | '100<=X<500' | '4<=X<7' | 1 | none | 4 | car | 24 | none | rent | 2 | skilled | 1 | none | yes | good |
male | '0<=X<200' | 18 | 'delayed previously' | repairs | 6,204 | '<100' | '1<=X<4' | 2 | none | 4 | 'real estate' | 44 | none | own | 1 | 'unskilled resident' | 2 | yes | yes | good |
male | '0<=X<200' | 6 | 'existing paid' | radio/tv | 1,068 | '<100' | '>=7' | 4 | none | 4 | car | 28 | none | own | 1 | skilled | 2 | none | yes | good |
female | '0<=X<200' | 11 | 'existing paid' | furniture/equipment | 1,577 | '>=1000' | '<1' | 4 | none | 1 | 'real estate' | 20 | none | own | 1 | skilled | 1 | none | yes | good |
male | 'no checking' | 24 | 'critical/other existing credit' | furniture/equipment | 1,585 | '<100' | '4<=X<7' | 4 | none | 3 | 'life insurance' | 40 | none | own | 2 | skilled | 1 | none | yes | good |
male | '<0' | 18 | 'all paid' | radio/tv | 1,940 | '<100' | '<1' | 3 | 'co applicant' | 4 | 'no known property' | 36 | bank | 'for free' | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
male | '0<=X<200' | 24 | 'no credits/all paid' | business | 4,241 | '<100' | '1<=X<4' | 1 | none | 4 | 'real estate' | 36 | none | own | 3 | 'unskilled resident' | 1 | yes | yes | bad |
male | '>=200' | 6 | 'critical/other existing credit' | 'new car' | 1,299 | '<100' | '1<=X<4' | 1 | none | 1 | 'real estate' | 74 | none | own | 3 | 'unemp/unskilled non res' | 2 | none | no | good |
male | 'no checking' | 24 | 'existing paid' | 'new car' | 1,469 | '100<=X<500' | '>=7' | 4 | none | 4 | 'real estate' | 41 | none | rent | 1 | 'unskilled resident' | 1 | none | yes | good |
male | 'no checking' | 28 | 'critical/other existing credit' | radio/tv | 2,743 | '<100' | '>=7' | 4 | none | 2 | car | 29 | none | own | 2 | skilled | 1 | none | yes | good |
male | 'no checking' | 12 | 'existing paid' | radio/tv | 1,963 | '<100' | '4<=X<7' | 4 | none | 2 | car | 31 | none | rent | 2 | 'high qualif/self emp/mgmt' | 2 | yes | yes | good |
female | '0<=X<200' | 48 | 'critical/other existing credit' | furniture/equipment | 5,096 | '<100' | '1<=X<4' | 2 | none | 3 | car | 30 | none | own | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | bad |
male | '<0' | 12 | 'existing paid' | 'new car' | 2,579 | '<100' | '<1' | 4 | none | 1 | 'real estate' | 33 | none | own | 1 | 'unskilled resident' | 2 | none | yes | bad |
female | 'no checking' | 36 | 'delayed previously' | furniture/equipment | 7,678 | '500<=X<1000' | '4<=X<7' | 2 | none | 4 | car | 40 | none | own | 2 | skilled | 1 | yes | yes | good |
male | '0<=X<200' | 30 | 'critical/other existing credit' | 'new car' | 2,181 | 'no known savings' | '>=7' | 4 | none | 4 | 'real estate' | 36 | none | own | 2 | skilled | 1 | none | yes | good |