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<=X<200' | 48 | 'delayed previously' | education | 6,224 | '<100' | '>=7' | 4 | none | 4 | 'no known property' | 50 | none | 'for free' | 1 | skilled | 1 | none | yes | bad |
female | '<0' | 18 | 'existing paid' | education | 750 | '<100' | unemployed | 4 | none | 1 | 'real estate' | 27 | none | own | 1 | 'unemp/unskilled non res' | 1 | none | yes | bad |
male | 'no checking' | 28 | 'all paid' | 'used car' | 7,824 | 'no known savings' | '<1' | 3 | guarantor | 4 | 'real estate' | 40 | bank | rent | 2 | skilled | 2 | yes | yes | good |
female | 'no checking' | 12 | 'critical/other existing credit' | repairs | 996 | 'no known savings' | '4<=X<7' | 4 | none | 4 | 'real estate' | 23 | none | own | 2 | skilled | 1 | none | yes | good |
male | '0<=X<200' | 24 | 'critical/other existing credit' | business | 2,825 | 'no known savings' | '4<=X<7' | 4 | none | 3 | 'no known property' | 34 | none | own | 2 | skilled | 2 | yes | yes | good |
male | 'no checking' | 10 | 'existing paid' | 'new car' | 1,418 | '100<=X<500' | '1<=X<4' | 3 | none | 2 | 'real estate' | 35 | none | rent | 1 | 'unskilled resident' | 1 | none | no | good |
female | 'no checking' | 12 | 'critical/other existing credit' | 'new car' | 682 | '100<=X<500' | '4<=X<7' | 4 | none | 3 | car | 51 | none | own | 2 | skilled | 1 | yes | yes | good |
female | '<0' | 6 | 'critical/other existing credit' | 'new car' | 860 | '<100' | '>=7' | 1 | none | 4 | 'no known property' | 39 | none | own | 2 | skilled | 1 | yes | yes | good |
male | '>=200' | 9 | 'no credits/all paid' | radio/tv | 1,337 | '<100' | '<1' | 4 | none | 2 | car | 34 | none | own | 2 | 'high qualif/self emp/mgmt' | 1 | yes | yes | bad |
female | '0<=X<200' | 9 | 'existing paid' | radio/tv | 1,670 | '<100' | '<1' | 4 | none | 2 | car | 22 | none | own | 1 | skilled | 1 | yes | yes | bad |
female | '0<=X<200' | 30 | 'no credits/all paid' | business | 4,280 | '100<=X<500' | '1<=X<4' | 4 | none | 4 | car | 26 | none | rent | 2 | 'unskilled resident' | 1 | none | yes | bad |
male | '0<=X<200' | 18 | 'critical/other existing credit' | furniture/equipment | 6,361 | '<100' | '>=7' | 2 | none | 1 | 'no known property' | 41 | none | own | 1 | skilled | 1 | yes | yes | good |
male | 'no checking' | 6 | 'delayed previously' | business | 1,743 | '100<=X<500' | '1<=X<4' | 1 | none | 2 | 'real estate' | 34 | none | own | 2 | 'unskilled resident' | 1 | none | yes | good |
male | '0<=X<200' | 12 | 'existing paid' | retraining | 754 | 'no known savings' | '>=7' | 4 | none | 4 | 'life insurance' | 38 | none | own | 2 | skilled | 1 | none | yes | good |
male | '<0' | 8 | 'critical/other existing credit' | 'new car' | 3,398 | '<100' | '4<=X<7' | 1 | none | 4 | 'real estate' | 39 | none | own | 2 | 'unskilled resident' | 1 | none | no | good |
female | '0<=X<200' | 9 | 'all paid' | 'used car' | 5,129 | '<100' | '>=7' | 2 | none | 4 | 'no known property' | 74 | bank | 'for free' | 1 | 'high qualif/self emp/mgmt' | 2 | yes | yes | bad |
male | '>=200' | 10 | 'critical/other existing credit' | 'new car' | 781 | '<100' | '>=7' | 4 | none | 4 | 'no known property' | 63 | none | 'for free' | 2 | skilled | 1 | yes | yes | good |
male | '<0' | 18 | 'all paid' | 'new car' | 1,442 | '<100' | '4<=X<7' | 4 | none | 4 | 'no known property' | 32 | none | 'for free' | 2 | 'unskilled resident' | 2 | none | yes | bad |
male | 'no checking' | 18 | 'existing paid' | radio/tv | 2,051 | '<100' | '<1' | 4 | none | 1 | 'real estate' | 33 | none | own | 1 | skilled | 1 | none | yes | good |
male | '<0' | 18 | 'existing paid' | furniture/equipment | 2,462 | '<100' | '1<=X<4' | 2 | none | 2 | car | 22 | none | own | 1 | skilled | 1 | none | yes | bad |
male | '<0' | 28 | 'existing paid' | 'new car' | 4,006 | '<100' | '1<=X<4' | 3 | none | 2 | car | 45 | none | own | 1 | 'unskilled resident' | 1 | none | yes | bad |
female | '0<=X<200' | 12 | 'existing paid' | furniture/equipment | 951 | '100<=X<500' | '<1' | 4 | none | 4 | car | 27 | bank | rent | 4 | skilled | 1 | none | yes | bad |
male | 'no checking' | 15 | 'existing paid' | 'used car' | 1,300 | 'no known savings' | '>=7' | 4 | none | 4 | 'no known property' | 45 | bank | 'for free' | 1 | skilled | 2 | none | yes | good |
male | 'no checking' | 24 | 'existing paid' | radio/tv | 1,901 | '100<=X<500' | '1<=X<4' | 4 | none | 4 | car | 29 | none | rent | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
male | '>=200' | 42 | 'critical/other existing credit' | 'used car' | 4,796 | '<100' | '>=7' | 4 | none | 4 | 'no known property' | 56 | none | 'for free' | 1 | skilled | 1 | none | yes | good |
male | 'no checking' | 18 | 'existing paid' | radio/tv | 1,473 | '<100' | '<1' | 3 | none | 4 | 'real estate' | 39 | none | own | 1 | skilled | 1 | yes | yes | good |
male | 'no checking' | 12 | 'existing paid' | furniture/equipment | 1,768 | '<100' | '1<=X<4' | 3 | none | 2 | 'real estate' | 24 | none | rent | 1 | 'unskilled resident' | 1 | none | yes | good |
male | 'no checking' | 24 | 'critical/other existing credit' | furniture/equipment | 3,777 | '>=1000' | '1<=X<4' | 4 | none | 4 | 'real estate' | 50 | none | own | 1 | skilled | 1 | yes | yes | good |
male | 'no checking' | 27 | 'delayed previously' | business | 5,117 | '<100' | '4<=X<7' | 3 | none | 4 | car | 26 | none | own | 2 | skilled | 1 | none | yes | good |
male | '<0' | 42 | 'critical/other existing credit' | repairs | 3,394 | '<100' | unemployed | 4 | 'co applicant' | 4 | car | 65 | none | own | 2 | 'unemp/unskilled non res' | 1 | none | yes | good |
male | 'no checking' | 12 | 'critical/other existing credit' | radio/tv | 717 | '<100' | '>=7' | 4 | none | 4 | 'real estate' | 52 | none | own | 3 | skilled | 1 | none | yes | good |
male | 'no checking' | 36 | 'critical/other existing credit' | 'used car' | 5,842 | '<100' | '>=7' | 2 | none | 2 | 'life insurance' | 35 | none | own | 2 | skilled | 2 | yes | yes | good |
male | 'no checking' | 9 | 'critical/other existing credit' | 'new car' | 1,224 | '<100' | '1<=X<4' | 3 | none | 1 | 'real estate' | 30 | none | own | 2 | skilled | 1 | none | yes | good |
male | '0<=X<200' | 12 | 'existing paid' | radio/tv | 1,155 | '<100' | '>=7' | 3 | guarantor | 3 | 'real estate' | 40 | bank | own | 2 | 'unskilled resident' | 1 | none | yes | good |
male | '<0' | 21 | 'existing paid' | 'new car' | 3,763 | 'no known savings' | '4<=X<7' | 2 | 'co applicant' | 2 | 'real estate' | 24 | none | own | 1 | 'unskilled resident' | 1 | none | no | good |
male | '<0' | 12 | 'no credits/all paid' | 'new car' | 1,082 | '<100' | '1<=X<4' | 4 | none | 4 | car | 48 | bank | own | 2 | skilled | 1 | none | yes | bad |
male | '0<=X<200' | 48 | 'existing paid' | business | 15,672 | '<100' | '1<=X<4' | 2 | none | 2 | car | 23 | none | own | 1 | skilled | 1 | yes | yes | bad |
female | '<0' | 12 | 'critical/other existing credit' | 'new car' | 3,499 | '<100' | '1<=X<4' | 3 | 'co applicant' | 2 | 'real estate' | 29 | none | own | 2 | skilled | 1 | none | yes | bad |
male | 'no checking' | 60 | 'delayed previously' | radio/tv | 15,653 | '<100' | '4<=X<7' | 2 | none | 4 | car | 21 | none | own | 2 | skilled | 1 | yes | yes | good |
male | 'no checking' | 24 | 'delayed previously' | business | 8,648 | '<100' | '<1' | 2 | none | 2 | car | 27 | bank | own | 2 | skilled | 1 | yes | yes | bad |
male | '0<=X<200' | 20 | 'existing paid' | 'used car' | 6,468 | 'no known savings' | unemployed | 1 | none | 4 | 'real estate' | 60 | none | own | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
female | '<0' | 24 | 'existing paid' | 'used car' | 2,812 | 'no known savings' | '>=7' | 2 | none | 4 | 'real estate' | 26 | none | rent | 1 | skilled | 1 | none | yes | good |
female | '0<=X<200' | 36 | 'all paid' | 'domestic appliance' | 3,990 | 'no known savings' | '<1' | 3 | none | 2 | 'no known property' | 29 | bank | own | 1 | 'unemp/unskilled non res' | 1 | none | yes | good |
male | 'no checking' | 11 | 'existing paid' | business | 2,142 | '>=1000' | '>=7' | 1 | none | 2 | 'real estate' | 28 | none | own | 1 | skilled | 1 | yes | yes | good |
female | 'no checking' | 10 | 'existing paid' | 'new car' | 1,364 | '<100' | '1<=X<4' | 2 | none | 4 | car | 64 | none | own | 1 | skilled | 1 | yes | yes | good |
male | '0<=X<200' | 15 | 'existing paid' | repairs | 1,308 | '<100' | '>=7' | 4 | none | 4 | car | 38 | none | own | 2 | 'unskilled resident' | 1 | none | yes | good |
female | '0<=X<200' | 48 | 'no credits/all paid' | other | 18,424 | '<100' | '1<=X<4' | 1 | none | 2 | 'life insurance' | 32 | bank | own | 1 | 'high qualif/self emp/mgmt' | 1 | yes | no | bad |
female | '0<=X<200' | 12 | 'existing paid' | business | 841 | '100<=X<500' | '4<=X<7' | 2 | none | 4 | 'real estate' | 23 | none | rent | 1 | 'unskilled resident' | 1 | none | yes | good |
male | '0<=X<200' | 6 | 'existing paid' | radio/tv | 590 | '<100' | '<1' | 3 | none | 3 | 'real estate' | 26 | none | own | 1 | 'unskilled resident' | 1 | none | no | good |
male | '<0' | 24 | 'existing paid' | furniture/equipment | 3,345 | '<100' | '>=7' | 4 | none | 2 | 'life insurance' | 39 | none | rent | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | bad |
male | '<0' | 18 | 'existing paid' | radio/tv | 2,600 | '<100' | '1<=X<4' | 4 | none | 4 | 'no known property' | 65 | none | 'for free' | 2 | skilled | 1 | none | yes | bad |
male | '<0' | 12 | 'existing paid' | furniture/equipment | 3,590 | '<100' | '1<=X<4' | 2 | 'co applicant' | 2 | 'life insurance' | 29 | none | own | 1 | 'unskilled resident' | 2 | none | yes | good |
female | 'no checking' | 15 | 'critical/other existing credit' | 'new car' | 5,045 | 'no known savings' | '>=7' | 1 | none | 4 | car | 59 | none | own | 1 | skilled | 1 | yes | yes | good |
female | 'no checking' | 18 | 'existing paid' | radio/tv | 1,126 | 'no known savings' | '<1' | 4 | none | 2 | 'real estate' | 21 | none | rent | 1 | skilled | 1 | yes | yes | good |
female | '<0' | 24 | 'all paid' | 'new car' | 1,193 | '<100' | unemployed | 1 | 'co applicant' | 4 | 'no known property' | 29 | none | rent | 2 | 'unemp/unskilled non res' | 1 | none | yes | bad |
male | 'no checking' | 39 | 'existing paid' | 'used car' | 8,588 | '100<=X<500' | '>=7' | 4 | none | 2 | car | 45 | none | own | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
female | 'no checking' | 24 | 'existing paid' | radio/tv | 1,533 | '<100' | '<1' | 4 | none | 3 | car | 38 | stores | own | 1 | skilled | 1 | yes | yes | good |
male | '<0' | 18 | 'existing paid' | radio/tv | 1,345 | '<100' | '1<=X<4' | 4 | none | 3 | 'real estate' | 26 | bank | own | 1 | skilled | 1 | none | yes | bad |
female | '<0' | 12 | 'existing paid' | furniture/equipment | 1,620 | '<100' | '1<=X<4' | 2 | 'co applicant' | 3 | 'life insurance' | 30 | none | own | 1 | skilled | 1 | none | yes | good |
male | '0<=X<200' | 36 | 'existing paid' | furniture/equipment | 9,034 | '100<=X<500' | '<1' | 4 | 'co applicant' | 1 | 'no known property' | 29 | none | rent | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | bad |
male | '0<=X<200' | 18 | 'existing paid' | 'new car' | 6,260 | '<100' | '4<=X<7' | 3 | none | 3 | 'real estate' | 28 | none | rent | 1 | 'unskilled resident' | 1 | none | yes | good |
female | '0<=X<200' | 15 | 'existing paid' | repairs | 2,631 | '100<=X<500' | '1<=X<4' | 3 | none | 2 | 'real estate' | 25 | none | own | 1 | 'unskilled resident' | 1 | none | yes | good |
male | 'no checking' | 12 | 'existing paid' | radio/tv | 2,141 | '100<=X<500' | '4<=X<7' | 3 | none | 1 | 'no known property' | 35 | none | own | 1 | skilled | 1 | none | yes | good |
female | '<0' | 12 | 'existing paid' | furniture/equipment | 652 | '<100' | '>=7' | 4 | none | 4 | 'life insurance' | 24 | none | rent | 1 | skilled | 1 | none | yes | good |
female | '0<=X<200' | 36 | 'existing paid' | radio/tv | 2,671 | '100<=X<500' | '1<=X<4' | 4 | 'co applicant' | 4 | 'no known property' | 50 | none | 'for free' | 1 | skilled | 1 | none | yes | bad |
male | 'no checking' | 36 | 'existing paid' | business | 5,742 | '100<=X<500' | '4<=X<7' | 2 | none | 2 | car | 31 | none | own | 2 | skilled | 1 | yes | yes | good |
male | 'no checking' | 60 | 'critical/other existing credit' | 'new car' | 13,756 | 'no known savings' | '>=7' | 2 | none | 4 | 'no known property' | 63 | bank | 'for free' | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
male | 'no checking' | 48 | 'existing paid' | business | 4,844 | '<100' | unemployed | 3 | none | 2 | car | 33 | bank | rent | 1 | 'high qualif/self emp/mgmt' | 1 | yes | yes | bad |
female | 'no checking' | 18 | 'existing paid' | repairs | 1,943 | '<100' | '<1' | 4 | none | 4 | 'real estate' | 23 | none | own | 1 | skilled | 1 | none | yes | bad |
male | '0<=X<200' | 18 | 'existing paid' | radio/tv | 866 | '<100' | '1<=X<4' | 4 | guarantor | 2 | 'real estate' | 25 | none | own | 1 | 'unskilled resident' | 1 | none | yes | good |
male | '0<=X<200' | 18 | 'existing paid' | business | 1,941 | '>=1000' | '1<=X<4' | 4 | none | 2 | 'life insurance' | 35 | none | own | 1 | 'unskilled resident' | 1 | yes | yes | good |
male | 'no checking' | 24 | 'critical/other existing credit' | furniture/equipment | 5,150 | '<100' | '>=7' | 4 | none | 4 | car | 33 | none | own | 1 | skilled | 1 | yes | yes | good |
female | '0<=X<200' | 24 | 'existing paid' | furniture/equipment | 4,351 | 'no known savings' | '1<=X<4' | 1 | none | 4 | 'life insurance' | 48 | none | own | 1 | 'unskilled resident' | 1 | yes | yes | good |
male | '>=200' | 24 | 'existing paid' | 'new car' | 947 | '<100' | '4<=X<7' | 4 | none | 3 | 'no known property' | 38 | bank | 'for free' | 1 | skilled | 2 | none | yes | bad |
female | '0<=X<200' | 24 | 'existing paid' | radio/tv | 1,967 | '<100' | '>=7' | 4 | none | 4 | car | 20 | none | own | 1 | skilled | 1 | yes | yes | good |
female | 'no checking' | 15 | 'existing paid' | furniture/equipment | 2,186 | 'no known savings' | '4<=X<7' | 1 | none | 4 | 'real estate' | 33 | bank | rent | 1 | 'unskilled resident' | 1 | none | yes | good |
male | '0<=X<200' | 9 | 'existing paid' | radio/tv | 2,118 | '<100' | '1<=X<4' | 2 | none | 2 | 'real estate' | 37 | none | own | 1 | 'unskilled resident' | 2 | none | yes | good |
male | 'no checking' | 12 | 'existing paid' | radio/tv | 776 | '<100' | '1<=X<4' | 4 | none | 2 | 'real estate' | 28 | none | own | 1 | skilled | 1 | none | yes | good |
female | 'no checking' | 15 | 'existing paid' | 'used car' | 3,812 | '100<=X<500' | '<1' | 1 | none | 4 | car | 23 | none | own | 1 | skilled | 1 | yes | yes | good |
male | '<0' | 39 | 'critical/other existing credit' | furniture/equipment | 14,179 | 'no known savings' | '4<=X<7' | 4 | none | 4 | 'life insurance' | 30 | none | own | 2 | 'high qualif/self emp/mgmt' | 1 | yes | yes | good |
male | '0<=X<200' | 9 | 'all paid' | 'new car' | 1,437 | '100<=X<500' | '4<=X<7' | 2 | none | 3 | 'no known property' | 29 | none | own | 1 | skilled | 1 | none | yes | bad |
male | '0<=X<200' | 15 | 'existing paid' | radio/tv | 1,444 | 'no known savings' | '<1' | 4 | none | 1 | 'life insurance' | 23 | none | own | 1 | skilled | 1 | none | yes | good |
male | '>=200' | 18 | 'all paid' | radio/tv | 1,445 | 'no known savings' | '4<=X<7' | 4 | none | 4 | car | 49 | bank | own | 1 | 'unskilled resident' | 1 | none | yes | good |
male | 'no checking' | 18 | 'delayed previously' | radio/tv | 2,320 | '<100' | unemployed | 2 | none | 3 | 'real estate' | 34 | none | own | 2 | skilled | 1 | none | yes | good |
male | 'no checking' | 30 | 'delayed previously' | business | 4,272 | '100<=X<500' | '1<=X<4' | 2 | none | 2 | 'life insurance' | 26 | none | own | 2 | 'unskilled resident' | 1 | none | yes | good |
male | 'no checking' | 15 | 'existing paid' | 'used car' | 4,657 | '<100' | '1<=X<4' | 3 | none | 2 | car | 30 | none | own | 1 | skilled | 1 | yes | yes | good |
female | 'no checking' | 36 | 'existing paid' | furniture/equipment | 10,974 | '<100' | unemployed | 4 | none | 2 | car | 26 | none | own | 2 | 'high qualif/self emp/mgmt' | 1 | yes | yes | bad |
male | '<0' | 48 | 'existing paid' | 'new car' | 3,931 | '<100' | '4<=X<7' | 4 | none | 4 | 'no known property' | 46 | none | 'for free' | 1 | skilled | 2 | none | yes | bad |
male | '<0' | 9 | 'existing paid' | 'new car' | 654 | '<100' | '1<=X<4' | 4 | none | 3 | car | 28 | none | own | 1 | 'unskilled resident' | 1 | none | yes | bad |
female | '0<=X<200' | 24 | 'existing paid' | radio/tv | 3,758 | '500<=X<1000' | unemployed | 1 | none | 4 | 'no known property' | 23 | none | rent | 1 | 'unemp/unskilled non res' | 1 | none | yes | good |
male | 'no checking' | 10 | 'existing paid' | 'new car' | 1,309 | 'no known savings' | '1<=X<4' | 4 | guarantor | 4 | 'life insurance' | 27 | none | own | 1 | 'unskilled resident' | 1 | none | yes | bad |
male | '<0' | 42 | 'delayed previously' | radio/tv | 4,370 | '<100' | '4<=X<7' | 3 | none | 2 | 'life insurance' | 26 | bank | own | 2 | skilled | 2 | yes | yes | bad |
female | 'no checking' | 13 | 'existing paid' | radio/tv | 1,409 | '100<=X<500' | unemployed | 2 | none | 4 | 'real estate' | 64 | none | own | 1 | skilled | 1 | none | yes | good |
male | 'no checking' | 30 | 'existing paid' | radio/tv | 1,867 | 'no known savings' | '>=7' | 4 | none | 4 | car | 58 | none | own | 1 | skilled | 1 | yes | yes | good |
male | '<0' | 12 | 'existing paid' | radio/tv | 1,107 | '<100' | '1<=X<4' | 2 | none | 2 | 'real estate' | 20 | none | rent | 1 | 'high qualif/self emp/mgmt' | 2 | yes | yes | good |
male | 'no checking' | 12 | 'existing paid' | 'new car' | 640 | '<100' | '1<=X<4' | 4 | none | 2 | 'real estate' | 49 | none | own | 1 | 'unskilled resident' | 1 | none | yes | good |
male | 'no checking' | 24 | 'existing paid' | 'new car' | 1,474 | '100<=X<500' | '<1' | 4 | none | 3 | 'real estate' | 33 | none | own | 1 | skilled | 1 | yes | yes | good |
male | 'no checking' | 12 | 'critical/other existing credit' | radio/tv | 976 | 'no known savings' | '>=7' | 4 | none | 4 | car | 35 | none | own | 2 | skilled | 1 | none | yes | good |
male | 'no checking' | 36 | 'delayed previously' | business | 7,980 | 'no known savings' | '<1' | 4 | none | 4 | car | 27 | none | rent | 2 | skilled | 1 | yes | yes | bad |
male | 'no checking' | 18 | 'existing paid' | 'new car' | 6,761 | 'no known savings' | '1<=X<4' | 2 | none | 4 | car | 68 | none | rent | 2 | skilled | 1 | none | yes | bad |