Age
int64
19
75
Sex
stringclasses
2 values
Job
int64
0
3
Housing
stringclasses
3 values
Saving accounts
stringclasses
4 values
Checking account
stringclasses
3 values
Credit amount
int64
250
18.4k
Duration
int64
4
72
Purpose
stringclasses
8 values
Risk
stringclasses
2 values
52
male
2
own
quite rich
null
936
9
education
good
27
male
1
own
little
little
1,168
12
car
good
26
male
2
own
little
null
5,117
27
business
good
21
male
2
rent
little
little
902
12
education
bad
38
male
1
own
little
null
1,495
12
car
good
38
male
3
free
little
little
10,623
30
car
good
43
male
2
own
little
null
1,935
12
furniture/equipment
good
26
male
2
own
little
moderate
1,424
12
domestic appliances
good
21
male
1
own
little
little
6,568
24
business
good
55
male
2
own
rich
null
1,413
12
car
good
33
male
2
own
null
null
3,074
9
radio/TV
good
45
female
1
own
null
null
3,835
36
radio/TV
good
50
male
2
own
little
little
5,293
27
business
bad
66
male
3
own
little
rich
1,908
30
business
bad
51
male
2
own
null
null
3,342
36
radio/TV
good
39
female
1
own
null
moderate
932
6
education
good
31
male
2
own
little
little
3,104
18
business
good
23
male
2
own
little
rich
3,913
36
radio/TV
good
24
male
1
rent
little
little
3,021
24
furniture/equipment
good
64
female
2
own
little
null
1,364
10
car
good
26
male
1
own
little
moderate
625
12
radio/TV
good
23
female
2
rent
null
little
1,200
12
education
good
30
male
2
own
little
null
707
12
radio/TV
good
32
male
2
own
null
null
2,978
24
business
good
30
male
2
own
little
null
4,657
15
car
good
27
male
2
own
little
null
2,613
36
repairs
good
27
male
2
own
rich
moderate
10,961
48
radio/TV
bad
53
male
3
free
little
little
7,865
12
furniture/equipment
bad
22
male
2
own
little
null
1,478
9
radio/TV
bad
22
male
2
free
little
little
3,149
24
furniture/equipment
good
26
male
2
own
little
rich
4,210
36
radio/TV
bad
51
male
1
free
quite rich
null
2,507
9
car
good
35
male
2
own
moderate
null
2,141
12
radio/TV
good
25
male
1
own
little
moderate
866
18
radio/TV
good
42
male
1
own
little
null
1,544
4
radio/TV
good
30
male
3
own
little
little
1,823
24
radio/TV
bad
23
male
0
own
null
moderate
14,555
6
car
bad
61
male
1
rent
moderate
moderate
2,767
21
business
bad
35
female
2
own
little
null
1,291
12
radio/TV
good
39
male
2
own
little
little
2,522
30
radio/TV
good
29
female
2
own
null
little
915
24
car
bad
51
male
2
own
little
null
1,595
6
radio/TV
good
24
male
2
free
little
little
4,605
48
car
bad
27
female
2
own
little
null
1,185
12
business
good
35
female
1
own
quite rich
null
3,447
12
education
good
25
male
2
own
little
null
1,258
24
business
good
52
male
2
own
little
null
717
12
radio/TV
good
35
male
2
rent
moderate
null
1,204
6
car
good
26
male
2
own
little
rich
1,925
24
furniture/equipment
good
22
female
2
rent
little
null
433
18
radio/TV
bad
39
female
1
own
rich
little
666
6
car
good
46
female
1
own
little
rich
2,251
12
furniture/equipment
good
24
female
2
own
little
moderate
2,150
30
car
bad
35
male
2
own
moderate
null
4,151
24
furniture/equipment
good
24
male
2
own
null
moderate
2,030
9
furniture/equipment
good
27
male
1
own
null
moderate
7,418
60
radio/TV
good
35
male
1
own
little
null
2,684
24
radio/TV
good
29
male
2
free
little
little
2,149
12
radio/TV
bad
23
female
2
own
moderate
null
3,812
15
car
good
57
female
1
own
moderate
null
1,154
11
radio/TV
good
27
male
2
own
little
little
1,657
12
furniture/equipment
good
55
female
2
own
little
little
1,603
24
radio/TV
good
36
male
3
free
little
little
5,302
18
car
good
57
female
1
free
little
null
2,748
12
education
good
32
male
1
own
little
null
1,231
10
car
good
37
male
2
own
little
moderate
802
15
radio/TV
bad
36
male
2
own
null
null
6,304
36
business
good
38
female
2
own
little
null
1,533
24
radio/TV
good
45
male
3
own
little
little
8,978
14
car
bad
25
male
2
own
null
null
999
24
radio/TV
good
32
male
2
own
null
null
2,662
18
car
good
37
female
2
rent
quite rich
null
1,402
12
furniture/equipment
good
36
male
3
free
null
moderate
12,169
48
car
good
28
male
2
own
little
moderate
3,060
48
radio/TV
bad
34
male
1
own
little
little
11,998
30
repairs
bad
32
male
2
own
little
null
2,697
9
radio/TV
good
26
female
2
own
little
null
2,404
18
radio/TV
good
49
male
1
own
null
little
1,262
12
furniture/equipment
good
32
female
2
own
little
null
4,611
6
furniture/equipment
bad
29
male
3
rent
moderate
null
1,901
24
radio/TV
good
23
male
2
rent
rich
null
3,368
15
car
good
50
male
2
own
little
null
1,574
12
furniture/equipment
good
49
male
1
own
null
rich
1,445
18
radio/TV
good
63
male
2
own
null
null
1,520
15
furniture/equipment
good
37
male
2
own
moderate
moderate
3,878
24
car
good
35
female
1
own
little
little
10,722
47
car
good
26
male
2
own
little
little
4,788
48
car
good
31
male
3
free
moderate
moderate
7,582
48
vacation/others
good
49
female
2
own
little
moderate
1,092
12
radio/TV
good
48
male
2
own
little
little
1,024
24
radio/TV
bad
26
male
2
own
little
null
1,076
12
business
good
28
male
3
rent
little
moderate
9,398
36
car
bad
44
female
3
free
little
little
6,419
24
car
good
56
male
2
free
little
rich
4,796
42
car
good
46
male
3
own
null
null
7,629
48
business
good
26
female
2
own
little
moderate
9,960
48
furniture/equipment
bad
20
female
2
rent
null
null
4,675
12
car
good
45
male
1
own
null
null
1,287
10
car
good
43
male
2
own
little
null
2,515
18
furniture/equipment
good
32
male
2
own
rich
moderate
2,745
21
furniture/equipment
good