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'
60
'delayed previously'
business
6,836
'<100'
'>=7'
3
none
4
'no known property'
63
none
own
2
skilled
1
yes
yes
bad
male
'>=200'
21
'critical/other existing credit'
education
2,319
'<100'
'<1'
2
none
1
car
33
none
rent
1
skilled
1
none
yes
bad
male
'no checking'
6
'existing paid'
'used car'
1,236
'500<=X<1000'
'1<=X<4'
2
none
4
'life insurance'
50
none
rent
1
skilled
1
none
yes
good
female
'no checking'
21
'no credits/all paid'
'new car'
5,003
'no known savings'
'1<=X<4'
1
none
4
'life insurance'
29
bank
own
2
skilled
1
yes
yes
bad
female
'no checking'
12
'existing paid'
radio/tv
886
'no known savings'
'1<=X<4'
4
none
2
car
21
none
own
1
skilled
1
none
yes
good
female
'<0'
24
'existing paid'
'new car'
1,442
'<100'
'4<=X<7'
4
none
4
car
23
none
rent
2
skilled
1
none
yes
bad
male
'no checking'
6
'existing paid'
furniture/equipment
2,978
'500<=X<1000'
'1<=X<4'
1
none
2
car
32
none
own
1
skilled
1
yes
yes
good
male
'<0'
24
'existing paid'
furniture/equipment
2,359
'100<=X<500'
unemployed
1
none
1
'life insurance'
33
none
own
1
skilled
1
none
yes
bad
male
'<0'
24
'existing paid'
furniture/equipment
2,996
'no known savings'
'1<=X<4'
2
none
4
car
20
none
own
1
skilled
1
none
yes
bad
male
'no checking'
18
'critical/other existing credit'
furniture/equipment
3,780
'<100'
'<1'
3
none
2
car
35
none
own
2
'high qualif/self emp/mgmt'
1
yes
yes
good
male
'no checking'
27
'existing paid'
repairs
5,190
'no known savings'
'>=7'
4
none
4
'life insurance'
48
none
own
4
skilled
2
yes
yes
good
female
'0<=X<200'
36
'existing paid'
radio/tv
4,795
'<100'
'<1'
4
none
1
'no known property'
30
none
own
1
'high qualif/self emp/mgmt'
1
yes
yes
good
male
'<0'
12
'all paid'
'new car'
697
'<100'
'<1'
4
none
2
car
46
bank
own
2
skilled
1
yes
yes
bad
male
'no checking'
18
'no credits/all paid'
business
4,165
'<100'
'1<=X<4'
2
none
2
car
36
stores
own
2
skilled
2
none
yes
bad
male
'<0'
14
'existing paid'
'new car'
3,973
'<100'
unemployed
1
none
4
'no known property'
22
none
'for free'
1
skilled
1
none
yes
good
female
'no checking'
18
'critical/other existing credit'
education
1,864
'100<=X<500'
'1<=X<4'
4
none
2
'real estate'
30
none
own
2
skilled
1
none
yes
bad
female
'>=200'
6
'critical/other existing credit'
education
1,047
'<100'
'1<=X<4'
2
none
4
'life insurance'
50
none
own
1
'unskilled resident'
1
none
yes
good
female
'no checking'
18
'existing paid'
radio/tv
433
'<100'
unemployed
3
'co applicant'
4
'real estate'
22
none
rent
1
skilled
1
none
yes
bad
male
'0<=X<200'
36
'existing paid'
education
3,711
'no known savings'
'1<=X<4'
2
none
2
car
27
none
own
1
skilled
1
none
yes
good
female
'0<=X<200'
9
'existing paid'
radio/tv
1,206
'<100'
'>=7'
4
none
4
'real estate'
25
none
own
1
skilled
1
none
yes
good
male
'no checking'
6
'existing paid'
furniture/equipment
1,543
'>=1000'
'1<=X<4'
4
none
2
'real estate'
33
none
own
1
skilled
1
none
yes
good
female
'no checking'
4
'critical/other existing credit'
'new car'
3,380
'<100'
'4<=X<7'
1
none
1
'real estate'
37
none
own
1
skilled
2
none
yes
good
female
'>=200'
24
'existing paid'
radio/tv
1,258
'500<=X<1000'
'1<=X<4'
3
none
3
car
57
none
own
1
'unskilled resident'
1
none
yes
good
female
'no checking'
12
'existing paid'
radio/tv
2,073
'100<=X<500'
'1<=X<4'
4
'co applicant'
2
'real estate'
28
none
own
1
skilled
1
none
yes
good
female
'<0'
21
'existing paid'
radio/tv
2,606
'<100'
'<1'
4
none
4
'life insurance'
28
none
rent
1
'high qualif/self emp/mgmt'
1
yes
yes
good
male
'no checking'
12
'critical/other existing credit'
education
2,096
'<100'
'4<=X<7'
2
none
3
'real estate'
49
none
own
1
'unskilled resident'
2
none
yes
good
male
'no checking'
12
'critical/other existing credit'
'new car'
1,255
'<100'
'>=7'
4
none
4
'real estate'
61
none
own
2
'unskilled resident'
1
none
yes
good
female
'no checking'
9
'existing paid'
'domestic appliance'
1,236
'<100'
'<1'
1
none
4
'real estate'
23
none
rent
1
skilled
1
yes
yes
good
male
'no checking'
24
'existing paid'
radio/tv
1,278
'<100'
'>=7'
4
none
1
'real estate'
36
none
own
1
'high qualif/self emp/mgmt'
1
yes
yes
good
female
'<0'
6
'existing paid'
'new car'
1,374
'no known savings'
unemployed
4
none
3
'life insurance'
75
none
own
1
'high qualif/self emp/mgmt'
1
yes
yes
good
male
'>=200'
10
'existing paid'
'new car'
3,949
'<100'
'<1'
1
guarantor
1
'life insurance'
37
none
own
1
'unskilled resident'
2
none
yes
good
male
'no checking'
12
'existing paid'
'new car'
2,390
'no known savings'
'>=7'
4
none
3
car
50
none
own
1
skilled
1
yes
yes
good
male
'0<=X<200'
24
'existing paid'
'new car'
1,201
'<100'
'<1'
4
none
1
'life insurance'
26
none
own
1
skilled
1
none
yes
good
female
'no checking'
15
'critical/other existing credit'
furniture/equipment
2,788
'<100'
'4<=X<7'
2
'co applicant'
3
car
24
bank
own
2
skilled
1
none
yes
good
male
'no checking'
12
'critical/other existing credit'
business
1,264
'no known savings'
'>=7'
4
none
4
'no known property'
57
none
rent
1
'unskilled resident'
1
none
yes
good
male
'<0'
24
'existing paid'
furniture/equipment
4,020
'<100'
'1<=X<4'
2
none
2
car
27
stores
own
1
skilled
1
none
yes
good
male
'no checking'
9
'existing paid'
'new car'
2,507
'500<=X<1000'
'>=7'
2
none
4
'no known property'
51
none
'for free'
1
'unskilled resident'
1
none
yes
good
male
'no checking'
24
'existing paid'
radio/tv
2,397
'500<=X<1000'
'>=7'
3
none
2
car
35
bank
own
2
skilled
1
yes
yes
bad
male
'0<=X<200'
27
'existing paid'
business
3,915
'<100'
'1<=X<4'
4
none
2
car
36
none
own
1
skilled
2
yes
yes
bad
female
'no checking'
48
'critical/other existing credit'
'used car'
11,590
'100<=X<500'
'1<=X<4'
2
none
4
car
24
bank
rent
2
'unskilled resident'
1
none
yes
bad
male
'<0'
42
'existing paid'
furniture/equipment
7,882
'<100'
'4<=X<7'
2
guarantor
4
'life insurance'
45
none
'for free'
1
skilled
2
none
yes
good
male
'no checking'
12
'critical/other existing credit'
'new car'
1,495
'<100'
'>=7'
4
none
1
'real estate'
38
none
own
2
'unskilled resident'
2
none
yes
good
male
'no checking'
24
'existing paid'
'new car'
2,255
'no known savings'
'<1'
4
none
1
'life insurance'
54
none
own
1
skilled
1
none
yes
good
male
'0<=X<200'
9
'existing paid'
'new car'
1,549
'no known savings'
'<1'
4
none
2
'real estate'
35
none
own
1
'unemp/unskilled non res'
1
none
yes
good
female
'no checking'
30
'existing paid'
'used car'
4,811
'no known savings'
'4<=X<7'
2
none
4
'life insurance'
24
stores
rent
1
'unskilled resident'
1
none
yes
good
male
'0<=X<200'
14
'existing paid'
business
1,410
'500<=X<1000'
'>=7'
1
none
2
'real estate'
35
none
own
1
skilled
1
yes
yes
good
male
'no checking'
5
'existing paid'
business
3,448
'<100'
'4<=X<7'
1
none
4
'real estate'
74
none
own
1
'unskilled resident'
1
none
yes
good
male
'0<=X<200'
11
'delayed previously'
radio/tv
4,771
'<100'
'4<=X<7'
2
none
4
'life insurance'
51
none
own
1
skilled
1
none
yes
good
male
'<0'
10
'existing paid'
radio/tv
2,315
'<100'
'>=7'
3
none
4
'real estate'
52
none
own
1
'unskilled resident'
1
none
yes
good
male
'<0'
48
'existing paid'
'used car'
4,788
'<100'
'4<=X<7'
4
none
3
'life insurance'
26
none
own
1
skilled
2
none
yes
good
female
'no checking'
18
'existing paid'
business
1,568
'100<=X<500'
'1<=X<4'
3
none
4
'life insurance'
24
none
rent
1
'unskilled resident'
1
none
yes
good
male
'no checking'
15
'all paid'
radio/tv
1,569
'100<=X<500'
'>=7'
4
none
4
car
34
bank
own
1
'unskilled resident'
2
none
yes
good
male
'<0'
40
'critical/other existing credit'
education
5,998
'<100'
'1<=X<4'
4
none
3
'no known property'
27
bank
own
1
skilled
1
yes
yes
bad
male
'no checking'
18
'critical/other existing credit'
radio/tv
1,169
'no known savings'
'1<=X<4'
4
none
3
'life insurance'
29
none
own
2
skilled
1
yes
yes
good
male
'0<=X<200'
12
'existing paid'
'new car'
1,223
'<100'
'>=7'
1
none
1
'real estate'
46
none
rent
2
skilled
1
none
yes
bad
male
'<0'
18
'existing paid'
furniture/equipment
2,659
'>=1000'
'1<=X<4'
4
none
2
car
28
none
own
1
skilled
1
none
yes
good
male
'no checking'
6
'critical/other existing credit'
radio/tv
700
'no known savings'
'>=7'
4
none
4
'no known property'
36
none
'for free'
2
skilled
1
none
yes
good
male
'no checking'
10
'existing paid'
'used car'
2,848
'100<=X<500'
'1<=X<4'
1
'co applicant'
2
'real estate'
32
none
own
1
skilled
2
none
yes
good
female
'<0'
9
'existing paid'
radio/tv
1,366
'<100'
'<1'
3
none
4
'life insurance'
22
none
rent
1
skilled
1
none
yes
bad
male
'no checking'
36
'existing paid'
education
9,055
'no known savings'
'1<=X<4'
2
none
4
'no known property'
35
none
'for free'
1
'unskilled resident'
2
yes
yes
good
male
'<0'
24
'existing paid'
radio/tv
1,987
'<100'
'1<=X<4'
2
none
4
'real estate'
21
none
rent
1
'unskilled resident'
2
none
yes
bad
male
'<0'
24
'existing paid'
'used car'
2,924
'<100'
'1<=X<4'
3
guarantor
4
'no known property'
63
bank
own
1
skilled
2
yes
yes
good
male
'0<=X<200'
18
'existing paid'
business
2,622
'100<=X<500'
'1<=X<4'
4
none
4
car
34
none
own
1
skilled
1
none
yes
good
male
'no checking'
36
'critical/other existing credit'
business
6,304
'no known savings'
'>=7'
4
none
4
'real estate'
36
none
own
2
skilled
1
none
yes
good
male
'no checking'
36
'delayed previously'
radio/tv
4,463
'<100'
'1<=X<4'
4
none
2
car
26
none
own
2
'high qualif/self emp/mgmt'
1
yes
yes
bad
male
'no checking'
36
'existing paid'
business
7,409
'no known savings'
'>=7'
3
none
2
'life insurance'
37
none
own
2
skilled
1
none
yes
good
male
'no checking'
24
'delayed previously'
'new car'
717
'no known savings'
'>=7'
4
none
4
car
54
none
own
2
skilled
1
yes
yes
good
male
'<0'
20
'existing paid'
furniture/equipment
2,212
'no known savings'
'4<=X<7'
4
none
4
car
39
none
own
1
skilled
1
yes
yes
good
male
'<0'
18
'all paid'
furniture/equipment
1,553
'<100'
'1<=X<4'
4
none
3
car
44
bank
own
1
skilled
1
none
yes
bad
female
'0<=X<200'
18
'existing paid'
'used car'
12,976
'<100'
unemployed
3
none
4
'no known property'
38
none
'for free'
1
'high qualif/self emp/mgmt'
1
yes
yes
bad
male
'no checking'
12
'critical/other existing credit'
radio/tv
1,934
'<100'
'>=7'
2
none
2
'no known property'
26
none
own
2
skilled
1
none
yes
good
female
'<0'
33
'critical/other existing credit'
furniture/equipment
4,281
'500<=X<1000'
'1<=X<4'
1
none
4
car
23
none
own
2
skilled
1
none
yes
bad
male
'<0'
16
'critical/other existing credit'
'new car'
2,625
'<100'
'>=7'
2
guarantor
4
'life insurance'
43
bank
rent
1
skilled
1
yes
yes
bad
female
'<0'
6
'critical/other existing credit'
'new car'
666
'>=1000'
'4<=X<7'
3
none
4
'real estate'
39
none
own
2
'unskilled resident'
1
yes
yes
good
female
'no checking'
24
'existing paid'
'used car'
3,488
'100<=X<500'
'4<=X<7'
3
none
4
car
23
none
own
1
skilled
1
none
yes
good
male
'0<=X<200'
30
'critical/other existing credit'
'new car'
5,234
'<100'
unemployed
4
none
2
car
28
none
own
2
'high qualif/self emp/mgmt'
1
none
yes
bad
female
'no checking'
6
'critical/other existing credit'
radio/tv
1,382
'<100'
'1<=X<4'
1
none
1
car
28
none
own
2
skilled
1
yes
yes
good
female
'no checking'
36
'existing paid'
furniture/equipment
3,349
'<100'
'1<=X<4'
4
none
2
car
28
none
own
1
'high qualif/self emp/mgmt'
1
yes
yes
bad
male
'no checking'
15
'existing paid'
radio/tv
1,213
'500<=X<1000'
'>=7'
4
none
3
'life insurance'
47
stores
own
1
skilled
1
yes
yes
good
female
'0<=X<200'
12
'existing paid'
'new car'
836
'100<=X<500'
'<1'
4
none
2
'life insurance'
23
bank
own
1
'unskilled resident'
1
none
yes
bad
male
'<0'
12
'existing paid'
furniture/equipment
1,289
'<100'
'1<=X<4'
4
guarantor
1
'life insurance'
21
none
own
1
'unskilled resident'
1
none
yes
good
female
'no checking'
12
'critical/other existing credit'
furniture/equipment
1,258
'<100'
'<1'
2
none
4
'life insurance'
22
none
rent
2
'unskilled resident'
1
none
yes
good
male
'<0'
30
'existing paid'
radio/tv
2,522
'<100'
'>=7'
1
guarantor
3
'life insurance'
39
none
own
1
skilled
2
none
yes
good
male
'no checking'
12
'existing paid'
business
1,076
'<100'
'1<=X<4'
2
none
2
'real estate'
26
none
own
1
skilled
1
yes
no
good
female
'no checking'
36
'existing paid'
radio/tv
3,835
'no known savings'
'>=7'
2
none
4
'real estate'
45
none
own
1
'unskilled resident'
1
yes
yes
good
male
'no checking'
18
'existing paid'
radio/tv
1,505
'<100'
'1<=X<4'
4
none
2
'no known property'
32
none
'for free'
1
'high qualif/self emp/mgmt'
1
yes
yes
good
female
'<0'
30
'existing paid'
furniture/equipment
2,406
'<100'
'4<=X<7'
4
none
4
'real estate'
23
none
rent
1
skilled
1
none
yes
bad
male
'0<=X<200'
15
'delayed previously'
repairs
1,512
'>=1000'
'1<=X<4'
3
none
3
'life insurance'
61
stores
own
2
skilled
1
none
yes
bad
male
'<0'
12
'existing paid'
furniture/equipment
7,865
'<100'
'>=7'
4
none
4
'no known property'
53
none
'for free'
1
'high qualif/self emp/mgmt'
1
yes
yes
bad
male
'0<=X<200'
18
'critical/other existing credit'
business
3,590
'<100'
unemployed
3
none
3
car
40
none
own
3
'unemp/unskilled non res'
2
yes
yes
good
male
'<0'
24
'all paid'
furniture/equipment
3,349
'500<=X<1000'
'<1'
4
none
4
'no known property'
30
none
'for free'
1
skilled
2
yes
yes
bad
male
'<0'
18
'existing paid'
'used car'
7,511
'no known savings'
'>=7'
1
none
4
'life insurance'
51
none
'for free'
1
skilled
2
yes
yes
bad
male
'<0'
36
'existing paid'
'used car'
5,493
'<100'
'>=7'
2
none
4
'no known property'
42
none
'for free'
1
skilled
2
none
yes
good
male
'no checking'
18
'existing paid'
business
1,950
'<100'
'4<=X<7'
4
none
1
car
34
stores
own
2
skilled
1
yes
yes
good
female
'>=200'
12
'delayed previously'
'new car'
2,247
'<100'
'1<=X<4'
2
none
2
car
36
stores
own
2
skilled
1
yes
yes
good
female
'no checking'
33
'delayed previously'
business
2,764
'<100'
'1<=X<4'
2
none
2
car
26
none
own
2
skilled
1
yes
yes
good
male
'0<=X<200'
30
'delayed previously'
radio/tv
1,919
'100<=X<500'
'<1'
4
none
3
'no known property'
30
stores
own
2
'high qualif/self emp/mgmt'
1
none
yes
bad
male
'no checking'
9
'existing paid'
furniture/equipment
1,313
'<100'
'>=7'
1
none
4
car
20
none
own
1
skilled
1
none
yes
good
male
'0<=X<200'
36
'existing paid'
'used car'
6,948
'<100'
'1<=X<4'
2
none
2
car
35
none
rent
1
'high qualif/self emp/mgmt'
1
yes
yes
good
female
'<0'
12
'existing paid'
furniture/equipment
1,282
'<100'
'1<=X<4'
2
none
4
car
20
none
rent
1
skilled
1
none
yes
bad