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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
female | '0<=X<200' | 18 | 'no credits/all paid' | 'new car' | 2,278 | '100<=X<500' | '<1' | 3 | none | 3 | car | 28 | none | own | 2 | skilled | 1 | none | yes | bad |
male | '0<=X<200' | 9 | 'critical/other existing credit' | radio/tv | 1,154 | '<100' | '>=7' | 2 | none | 4 | 'real estate' | 37 | none | own | 3 | 'unskilled resident' | 1 | none | yes | good |
female | 'no checking' | 24 | 'critical/other existing credit' | education | 1,927 | 'no known savings' | '1<=X<4' | 3 | none | 2 | car | 33 | none | own | 2 | skilled | 1 | yes | yes | good |
female | 'no checking' | 9 | 'existing paid' | furniture/equipment | 2,301 | '100<=X<500' | '<1' | 2 | none | 4 | 'life insurance' | 22 | none | rent | 1 | skilled | 1 | none | yes | good |
female | 'no checking' | 12 | 'critical/other existing credit' | business | 1,412 | '<100' | '1<=X<4' | 4 | guarantor | 2 | 'real estate' | 29 | none | own | 2 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
male | '<0' | 48 | 'no credits/all paid' | 'used car' | 4,605 | '<100' | '>=7' | 3 | none | 4 | 'no known property' | 24 | none | 'for free' | 2 | skilled | 2 | none | yes | bad |
male | 'no checking' | 18 | 'critical/other existing credit' | radio/tv | 1,800 | '<100' | '1<=X<4' | 4 | none | 2 | car | 24 | none | own | 2 | skilled | 1 | none | yes | good |
male | 'no checking' | 6 | 'critical/other existing credit' | radio/tv | 1,898 | 'no known savings' | '1<=X<4' | 1 | none | 2 | 'real estate' | 34 | none | own | 2 | 'unskilled resident' | 2 | none | yes | good |
female | '0<=X<200' | 18 | 'existing paid' | radio/tv | 1,113 | '<100' | '1<=X<4' | 4 | guarantor | 4 | 'real estate' | 26 | none | own | 1 | 'unskilled resident' | 2 | none | yes | good |
male | '0<=X<200' | 45 | 'critical/other existing credit' | radio/tv | 4,746 | '<100' | '<1' | 4 | none | 2 | 'life insurance' | 25 | none | own | 2 | 'unskilled resident' | 1 | none | yes | bad |
male | '0<=X<200' | 12 | 'existing paid' | radio/tv | 1,534 | '<100' | '<1' | 1 | none | 1 | 'real estate' | 23 | none | rent | 1 | skilled | 1 | none | yes | bad |
male | '<0' | 15 | 'no credits/all paid' | 'new car' | 950 | '<100' | '>=7' | 4 | none | 3 | car | 33 | none | rent | 2 | skilled | 2 | none | yes | bad |
male | 'no checking' | 24 | 'critical/other existing credit' | 'used car' | 2,346 | '<100' | '4<=X<7' | 4 | none | 3 | car | 35 | none | own | 2 | skilled | 1 | yes | yes | good |
male | '<0' | 27 | 'critical/other existing credit' | business | 2,442 | '<100' | '>=7' | 4 | none | 4 | car | 43 | stores | own | 4 | 'high qualif/self emp/mgmt' | 2 | yes | yes | good |
male | 'no checking' | 15 | 'critical/other existing credit' | furniture/equipment | 3,343 | '<100' | '1<=X<4' | 4 | none | 2 | 'no known property' | 28 | none | 'for free' | 1 | skilled | 1 | yes | yes | good |
male | 'no checking' | 24 | 'existing paid' | 'new car' | 1,249 | '<100' | '<1' | 4 | none | 2 | 'real estate' | 28 | none | own | 1 | skilled | 1 | none | yes | good |
female | '<0' | 15 | 'existing paid' | furniture/equipment | 1,845 | '<100' | '<1' | 4 | guarantor | 1 | 'life insurance' | 46 | none | rent | 1 | skilled | 1 | none | yes | good |
female | 'no checking' | 24 | 'existing paid' | 'used car' | 2,603 | '>=1000' | '1<=X<4' | 2 | none | 4 | car | 28 | none | rent | 1 | skilled | 1 | yes | yes | good |
male | '0<=X<200' | 54 | 'no credits/all paid' | business | 15,945 | '<100' | '<1' | 3 | none | 4 | 'no known property' | 58 | none | rent | 1 | skilled | 1 | yes | yes | bad |
male | '0<=X<200' | 36 | 'existing paid' | 'new car' | 12,389 | 'no known savings' | '1<=X<4' | 1 | none | 4 | 'no known property' | 37 | none | 'for free' | 1 | skilled | 1 | yes | yes | bad |
female | '<0' | 24 | 'existing paid' | 'new car' | 915 | 'no known savings' | '>=7' | 4 | none | 2 | car | 29 | bank | own | 1 | skilled | 1 | none | yes | bad |
male | 'no checking' | 21 | 'existing paid' | radio/tv | 3,160 | 'no known savings' | '>=7' | 4 | none | 3 | 'life insurance' | 41 | none | own | 1 | skilled | 1 | yes | yes | good |
male | '0<=X<200' | 9 | 'existing paid' | radio/tv | 1,082 | '<100' | '>=7' | 4 | none | 4 | car | 27 | none | own | 2 | 'unskilled resident' | 1 | none | yes | good |
male | '<0' | 15 | 'critical/other existing credit' | furniture/equipment | 975 | '<100' | '1<=X<4' | 2 | none | 3 | 'life insurance' | 25 | none | own | 2 | skilled | 1 | none | yes | good |
male | '<0' | 36 | 'existing paid' | furniture/equipment | 3,620 | '<100' | '1<=X<4' | 1 | guarantor | 2 | 'life insurance' | 37 | none | own | 1 | skilled | 2 | none | yes | good |
male | '0<=X<200' | 12 | 'critical/other existing credit' | 'new car' | 1,995 | '100<=X<500' | '<1' | 4 | none | 1 | car | 27 | none | own | 1 | skilled | 1 | none | yes | good |
male | 'no checking' | 36 | 'critical/other existing credit' | 'new car' | 6,614 | '<100' | '>=7' | 4 | none | 4 | car | 34 | none | own | 2 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
male | 'no checking' | 12 | 'critical/other existing credit' | furniture/equipment | 1,935 | '<100' | '>=7' | 4 | none | 4 | 'real estate' | 43 | none | own | 3 | skilled | 1 | yes | yes | good |
male | '<0' | 36 | 'existing paid' | 'new car' | 3,249 | '<100' | '4<=X<7' | 2 | none | 4 | 'no known property' | 39 | bank | 'for free' | 1 | 'high qualif/self emp/mgmt' | 2 | yes | yes | good |
male | 'no checking' | 24 | 'existing paid' | furniture/equipment | 3,062 | '500<=X<1000' | '>=7' | 4 | none | 3 | 'no known property' | 32 | none | rent | 1 | skilled | 1 | yes | yes | good |
male | '<0' | 36 | 'critical/other existing credit' | furniture/equipment | 2,348 | '<100' | '1<=X<4' | 3 | none | 2 | 'life insurance' | 46 | none | own | 2 | skilled | 1 | yes | yes | good |
male | '<0' | 30 | 'existing paid' | furniture/equipment | 3,108 | '<100' | '<1' | 2 | none | 4 | 'life insurance' | 31 | none | own | 1 | 'unskilled resident' | 1 | none | yes | bad |
male | '<0' | 9 | 'existing paid' | radio/tv | 1,364 | '<100' | '4<=X<7' | 3 | none | 4 | 'real estate' | 59 | none | own | 1 | skilled | 1 | none | yes | good |
male | '>=200' | 36 | 'existing paid' | radio/tv | 3,913 | '<100' | '1<=X<4' | 2 | none | 2 | 'real estate' | 23 | none | own | 1 | skilled | 1 | yes | yes | good |
male | '<0' | 24 | 'delayed previously' | 'new car' | 4,870 | '<100' | '1<=X<4' | 3 | none | 4 | 'no known property' | 53 | none | 'for free' | 2 | skilled | 2 | none | yes | bad |
male | '0<=X<200' | 12 | 'critical/other existing credit' | furniture/equipment | 3,617 | '<100' | '>=7' | 1 | none | 4 | car | 28 | none | rent | 3 | skilled | 1 | yes | yes | good |
male | 'no checking' | 15 | 'existing paid' | education | 4,623 | '100<=X<500' | '1<=X<4' | 3 | none | 2 | 'life insurance' | 40 | none | own | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | bad |
male | '<0' | 12 | 'delayed previously' | 'new car' | 1,344 | '<100' | '1<=X<4' | 4 | none | 2 | 'real estate' | 43 | none | own | 2 | 'unskilled resident' | 2 | none | yes | good |
female | '<0' | 21 | 'existing paid' | radio/tv | 3,357 | '>=1000' | '<1' | 4 | none | 2 | car | 29 | bank | own | 1 | skilled | 1 | none | yes | good |
male | 'no checking' | 6 | 'critical/other existing credit' | 'new car' | 6,761 | '<100' | '4<=X<7' | 1 | none | 3 | 'no known property' | 45 | none | own | 2 | 'high qualif/self emp/mgmt' | 2 | yes | yes | good |
female | 'no checking' | 24 | 'critical/other existing credit' | 'new car' | 2,022 | '<100' | '1<=X<4' | 4 | none | 4 | car | 37 | none | own | 1 | skilled | 1 | yes | yes | good |
female | 'no checking' | 6 | 'critical/other existing credit' | 'new car' | 250 | '>=1000' | '1<=X<4' | 2 | none | 2 | 'real estate' | 41 | bank | own | 2 | 'unskilled resident' | 1 | none | yes | good |
male | 'no checking' | 24 | 'critical/other existing credit' | radio/tv | 5,103 | '<100' | '<1' | 3 | none | 3 | 'no known property' | 47 | none | 'for free' | 3 | skilled | 1 | yes | yes | good |
male | '0<=X<200' | 36 | 'critical/other existing credit' | radio/tv | 2,337 | '<100' | '>=7' | 4 | none | 4 | 'real estate' | 36 | none | own | 1 | skilled | 1 | none | yes | good |
female | '0<=X<200' | 12 | 'existing paid' | 'new car' | 7,472 | 'no known savings' | unemployed | 1 | none | 2 | 'real estate' | 24 | none | rent | 1 | 'unemp/unskilled non res' | 1 | none | yes | good |
female | '<0' | 18 | 'existing paid' | radio/tv | 1,882 | '<100' | '1<=X<4' | 4 | none | 4 | car | 25 | bank | rent | 2 | skilled | 1 | none | yes | bad |
female | '<0' | 15 | 'existing paid' | business | 806 | '<100' | '1<=X<4' | 4 | none | 4 | 'life insurance' | 22 | none | own | 1 | 'unskilled resident' | 1 | none | yes | good |
male | 'no checking' | 24 | 'critical/other existing credit' | 'used car' | 2,197 | 'no known savings' | '4<=X<7' | 4 | none | 4 | car | 43 | none | own | 2 | skilled | 2 | yes | yes | good |
male | '>=200' | 9 | 'existing paid' | radio/tv | 1,126 | '100<=X<500' | '>=7' | 2 | none | 4 | 'real estate' | 49 | none | own | 1 | skilled | 1 | none | yes | good |
female | '<0' | 6 | 'existing paid' | 'used car' | 1,352 | '500<=X<1000' | unemployed | 1 | none | 2 | 'life insurance' | 23 | none | rent | 1 | 'unemp/unskilled non res' | 1 | yes | yes | good |
male | '0<=X<200' | 18 | 'existing paid' | 'new car' | 5,866 | '100<=X<500' | '1<=X<4' | 2 | none | 2 | car | 30 | none | own | 2 | skilled | 1 | yes | yes | good |
female | '0<=X<200' | 18 | 'existing paid' | repairs | 3,872 | '<100' | unemployed | 2 | none | 4 | car | 67 | none | own | 1 | skilled | 1 | yes | yes | good |
male | 'no checking' | 24 | 'critical/other existing credit' | radio/tv | 2,611 | '<100' | '>=7' | 4 | 'co applicant' | 3 | 'real estate' | 46 | none | own | 2 | skilled | 1 | none | yes | good |
male | 'no checking' | 9 | 'critical/other existing credit' | education | 936 | '500<=X<1000' | '>=7' | 4 | none | 2 | car | 52 | none | own | 2 | skilled | 1 | yes | yes | good |
female | 'no checking' | 60 | 'existing paid' | radio/tv | 10,144 | '100<=X<500' | '4<=X<7' | 2 | none | 4 | 'real estate' | 21 | none | own | 1 | skilled | 1 | yes | yes | good |
female | '>=200' | 12 | 'all paid' | radio/tv | 409 | '>=1000' | '1<=X<4' | 3 | none | 3 | 'real estate' | 42 | none | rent | 2 | skilled | 1 | none | yes | good |
male | 'no checking' | 24 | 'existing paid' | 'used car' | 7,814 | '<100' | '4<=X<7' | 3 | none | 3 | car | 38 | none | own | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
male | '>=200' | 36 | 'existing paid' | radio/tv | 4,210 | '<100' | '1<=X<4' | 4 | none | 2 | car | 26 | none | own | 1 | skilled | 1 | none | yes | bad |
male | 'no checking' | 6 | 'existing paid' | 'new car' | 3,518 | '<100' | '1<=X<4' | 2 | guarantor | 3 | 'life insurance' | 26 | none | rent | 1 | skilled | 1 | none | yes | good |
male | 'no checking' | 21 | 'critical/other existing credit' | 'used car' | 3,275 | '<100' | '>=7' | 1 | none | 4 | car | 36 | none | own | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
male | '0<=X<200' | 36 | 'existing paid' | 'new car' | 14,318 | '<100' | '>=7' | 4 | none | 2 | 'no known property' | 57 | none | 'for free' | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | bad |
female | '0<=X<200' | 12 | 'existing paid' | radio/tv | 1,092 | '<100' | '1<=X<4' | 4 | guarantor | 4 | 'real estate' | 49 | none | own | 2 | skilled | 1 | yes | yes | good |
female | 'no checking' | 21 | 'existing paid' | 'new car' | 2,782 | '500<=X<1000' | '4<=X<7' | 1 | none | 2 | car | 31 | bank | own | 1 | 'high qualif/self emp/mgmt' | 1 | none | yes | good |
male | 'no checking' | 21 | 'delayed previously' | business | 2,580 | '500<=X<1000' | '<1' | 4 | none | 2 | 'real estate' | 41 | bank | own | 1 | 'unskilled resident' | 2 | none | yes | bad |
female | '0<=X<200' | 12 | 'existing paid' | furniture/equipment | 983 | '>=1000' | '<1' | 1 | none | 4 | 'real estate' | 19 | none | rent | 1 | 'unskilled resident' | 1 | none | yes | good |
female | 'no checking' | 21 | 'existing paid' | business | 1,572 | '>=1000' | '>=7' | 4 | none | 4 | 'real estate' | 36 | bank | own | 1 | 'unskilled resident' | 1 | none | yes | good |
male | '0<=X<200' | 18 | 'existing paid' | radio/tv | 1,301 | '<100' | '>=7' | 4 | guarantor | 2 | 'real estate' | 32 | none | own | 1 | 'unskilled resident' | 1 | none | yes | good |
male | '0<=X<200' | 15 | 'critical/other existing credit' | radio/tv | 2,728 | 'no known savings' | '4<=X<7' | 4 | guarantor | 2 | 'real estate' | 35 | bank | own | 3 | skilled | 1 | yes | yes | good |
male | '0<=X<200' | 36 | 'no credits/all paid' | business | 1,953 | '<100' | '>=7' | 4 | none | 4 | 'no known property' | 61 | none | 'for free' | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | bad |
female | '<0' | 6 | 'existing paid' | education | 448 | '<100' | '<1' | 4 | none | 4 | 'life insurance' | 23 | none | own | 1 | skilled | 1 | none | yes | bad |
female | 'no checking' | 12 | 'existing paid' | 'new car' | 1,386 | '500<=X<1000' | '1<=X<4' | 2 | none | 2 | 'life insurance' | 26 | none | own | 1 | skilled | 1 | none | yes | bad |
male | '0<=X<200' | 12 | 'critical/other existing credit' | 'used car' | 1,860 | '<100' | unemployed | 4 | none | 2 | car | 34 | none | own | 2 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
female | '0<=X<200' | 6 | 'existing paid' | radio/tv | 753 | '<100' | '1<=X<4' | 2 | guarantor | 3 | 'real estate' | 64 | none | own | 1 | skilled | 1 | none | yes | good |
male | 'no checking' | 24 | 'critical/other existing credit' | repairs | 5,507 | '<100' | '>=7' | 3 | none | 4 | 'no known property' | 44 | none | 'for free' | 2 | skilled | 1 | none | yes | good |
male | '<0' | 24 | 'critical/other existing credit' | 'used car' | 2,957 | '<100' | '>=7' | 4 | none | 4 | 'life insurance' | 63 | none | own | 2 | skilled | 1 | yes | yes | good |
male | 'no checking' | 15 | 'existing paid' | 'new car' | 3,556 | 'no known savings' | '1<=X<4' | 3 | none | 2 | 'no known property' | 29 | none | own | 1 | skilled | 1 | none | yes | good |
female | 'no checking' | 24 | 'existing paid' | radio/tv | 3,181 | '<100' | '<1' | 4 | none | 4 | 'life insurance' | 26 | none | own | 1 | skilled | 1 | yes | yes | good |
male | '<0' | 36 | 'critical/other existing credit' | 'used car' | 9,629 | '<100' | '4<=X<7' | 4 | none | 4 | car | 24 | none | own | 2 | skilled | 1 | yes | yes | bad |
female | '<0' | 15 | 'existing paid' | 'new car' | 1,403 | '<100' | '1<=X<4' | 2 | none | 4 | car | 28 | none | rent | 1 | skilled | 1 | none | yes | good |
male | '<0' | 9 | 'critical/other existing credit' | repairs | 1,288 | '100<=X<500' | '>=7' | 3 | guarantor | 4 | 'real estate' | 48 | none | own | 2 | skilled | 2 | none | no | good |
male | 'no checking' | 30 | 'existing paid' | radio/tv | 2,333 | '500<=X<1000' | '>=7' | 4 | none | 2 | car | 30 | bank | own | 1 | 'high qualif/self emp/mgmt' | 1 | none | yes | good |
female | 'no checking' | 6 | 'critical/other existing credit' | radio/tv | 1,237 | '100<=X<500' | '1<=X<4' | 1 | none | 1 | 'life insurance' | 27 | none | own | 2 | skilled | 1 | none | yes | good |
female | 'no checking' | 6 | 'critical/other existing credit' | 'new car' | 362 | '100<=X<500' | '1<=X<4' | 4 | none | 4 | car | 52 | none | own | 2 | 'unskilled resident' | 1 | none | yes | good |
male | '0<=X<200' | 16 | 'critical/other existing credit' | 'new car' | 1,175 | '<100' | unemployed | 2 | none | 3 | car | 68 | none | 'for free' | 3 | 'unemp/unskilled non res' | 1 | yes | yes | good |
male | 'no checking' | 21 | 'critical/other existing credit' | 'new car' | 12,680 | 'no known savings' | '>=7' | 4 | none | 4 | 'no known property' | 30 | none | 'for free' | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | bad |
male | '<0' | 18 | 'no credits/all paid' | business | 3,104 | '<100' | '4<=X<7' | 3 | none | 1 | 'life insurance' | 31 | bank | own | 1 | skilled | 1 | yes | yes | good |
male | 'no checking' | 24 | 'existing paid' | 'used car' | 6,313 | 'no known savings' | '>=7' | 3 | none | 4 | car | 41 | none | own | 1 | 'high qualif/self emp/mgmt' | 2 | yes | yes | good |
male | 'no checking' | 12 | 'existing paid' | radio/tv | 1,262 | '<100' | '1<=X<4' | 3 | none | 2 | car | 25 | none | own | 1 | skilled | 1 | none | yes | good |
male | '<0' | 9 | 'existing paid' | 'new car' | 1,422 | '<100' | '<1' | 3 | none | 2 | 'no known property' | 27 | none | 'for free' | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | bad |
female | '<0' | 15 | 'existing paid' | 'domestic appliance' | 1,275 | 'no known savings' | '1<=X<4' | 4 | none | 2 | car | 24 | none | rent | 1 | skilled | 1 | none | yes | bad |
male | 'no checking' | 21 | 'existing paid' | 'used car' | 5,248 | 'no known savings' | '1<=X<4' | 1 | none | 3 | car | 26 | none | own | 1 | skilled | 1 | none | yes | good |
male | '0<=X<200' | 20 | 'no credits/all paid' | 'used car' | 6,148 | '100<=X<500' | '>=7' | 3 | none | 4 | car | 31 | bank | own | 2 | skilled | 1 | yes | yes | good |
female | 'no checking' | 27 | 'existing paid' | 'new car' | 2,570 | '<100' | '1<=X<4' | 3 | none | 3 | 'real estate' | 21 | none | rent | 1 | skilled | 1 | none | yes | bad |
female | '0<=X<200' | 48 | 'existing paid' | furniture/equipment | 9,960 | '<100' | '<1' | 1 | none | 2 | car | 26 | none | own | 1 | skilled | 1 | yes | yes | bad |
male | '<0' | 48 | 'critical/other existing credit' | 'used car' | 6,331 | '<100' | '>=7' | 4 | none | 4 | 'no known property' | 46 | none | 'for free' | 2 | skilled | 1 | yes | yes | bad |
female | '>=200' | 12 | 'existing paid' | furniture/equipment | 2,251 | '<100' | '1<=X<4' | 1 | none | 2 | car | 46 | none | own | 1 | 'unskilled resident' | 1 | none | yes | good |
male | 'no checking' | 15 | 'critical/other existing credit' | radio/tv | 1,316 | '500<=X<1000' | '1<=X<4' | 2 | none | 2 | 'life insurance' | 47 | none | own | 2 | 'unskilled resident' | 1 | none | yes | good |
male | '<0' | 15 | 'existing paid' | 'new car' | 1,721 | '<100' | '<1' | 2 | none | 3 | 'real estate' | 36 | none | own | 1 | skilled | 1 | none | yes | good |
female | 'no checking' | 24 | 'existing paid' | 'used car' | 2,679 | '<100' | '<1' | 4 | none | 1 | 'no known property' | 29 | none | own | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
male | '<0' | 30 | 'existing paid' | 'used car' | 3,857 | '<100' | '1<=X<4' | 4 | none | 4 | 'life insurance' | 40 | none | own | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |