Datasets:
MinaMila
/
GermanCredit_train_CDF_lr_55

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status of existing checking account_0 to less than 200 DM
int64
0
1
status of existing checking account_200 DM or more
int64
0
1
status of existing checking account_less than 0 DM
int64
0
1
status of existing checking account_no checking account
int64
0
1
purpose of credit_for business
int64
0
1
purpose of credit_for education
int64
0
1
purpose of credit_for other reasons
int64
0
1
purpose of credit_for repairs
int64
0
1
purpose of credit_for retraining
int64
0
0
purpose of credit_to buy a new car
int64
0
1
purpose of credit_to buy a radio or television
int64
0
1
purpose of credit_to buy a used car
int64
0
1
purpose of credit_to buy domestic appliances
int64
0
1
purpose of credit_to buy furniture or equipment
int64
0
1
sex_male
int64
0
1
housing_owned
int64
0
1
housing_provided for free
int64
0
1
housing_rented
int64
0
1
job status_manager, self-employed, or highly qualified
int64
0
1
job status_skilled worker or official
int64
0
1
job status_unemployed or unskilled (non-resident)
int64
0
1
job status_unskilled worker (resident)
int64
0
1
marital status_divorced / separated
int64
0
1
marital status_divorced / separated / married
int64
0
1
marital status_married / widowed
int64
0
1
marital status_single
int64
0
1
duration in months
int64
4
60
credit amount
int64
250
18.4k
age
int64
19
74
credit worthiness
int64
0
1
0
1
0
0
0
0
0
0
0
1
0
0
0
0
1
1
0
0
0
1
0
0
0
0
1
0
12
939
28
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
1
0
0
0
1
0
0
18
1,131
33
0
0
0
0
1
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0
0
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0
1
0
0
0
0
0
1
0
0
0
0
1
0
0
1
0
0
6
672
54
1
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
1
0
1
0
0
24
1,659
29
0
0
0
1
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0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
0
0
1
0
0
0
1
12
3,590
29
1
0
1
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
1
0
0
0
0
1
0
0
12
1,474
33
1
0
0
0
1
0
0
0
0
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0
1
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0
0
0
1
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0
0
1
0
0
0
1
0
0
24
1,376
28
1
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
1
12
1,344
43
1
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
1
0
0
0
12
1,158
26
1
1
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
1
0
1
0
0
1
0
0
0
12
1,223
46
0
0
0
0
1
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
1
10
727
46
1
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
0
0
0
1
21
3,160
41
1
0
0
0
1
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
1
30
4,272
26
1
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
0
0
0
1
15
1,829
46
1
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1
1
0
0
0
1
0
0
0
0
1
0
12
1,484
25
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
1
0
0
1
0
0
0
0
1
0
0
36
3,349
28
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
0
1
0
0
18
3,190
24
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1
1
0
0
1
0
0
0
0
0
0
1
12
6,468
52
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
1
1
0
0
0
0
0
1
1
0
0
0
12
3,059
61
1
0
0
0
1
1
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
1
0
0
0
1
30
4,272
26
1
0
1
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
1
0
1
0
0
0
0
0
1
15
2,687
26
1
0
0
0
1
0
0
0
0
0
1
0
0
0
0
1
1
0
0
1
0
0
0
0
0
0
1
12
3,527
45
1
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1
1
0
0
0
1
0
0
1
0
0
0
12
1,158
26
1
0
0
0
1
0
0
0
0
0
1
0
0
0
0
1
1
0
0
0
0
0
1
0
0
0
1
24
2,538
47
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
1
0
1
0
1
0
0
0
0
0
0
1
30
10,623
38
1
0
0
0
1
0
0
0
0
0
0
0
1
0
0
1
1
0
0
1
0
0
0
0
0
0
1
24
7,814
38
1
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
15
3,568
54
1
0
0
1
0
0
1
0
0
0
0
0
0
0
0
1
0
0
1
0
1
0
0
0
1
0
0
18
8,471
23
1
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
0
0
0
1
12
1,331
22
0
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
1
0
0
36
8,065
25
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
1
6
1,361
40
1
0
0
1
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
1
0
0
1
0
0
0
24
2,359
33
0
0
0
0
1
0
0
0
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0
1
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0
0
0
1
0
0
0
1
0
0
0
0
0
1
15
1,360
31
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
1
0
0
0
0
0
1
12
5,801
49
1
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
1
0
0
0
0
1
0
30
3,832
22
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
1
0
0
0
1
0
0
6
4,611
32
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
1
0
0
1
0
0
0
1
0
0
0
1
12
2,122
39
1
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1
1
0
0
0
1
0
0
0
1
0
0
7
2,329
45
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1
1
0
0
1
0
1
0
0
0
1
0
0
36
7,127
23
0
0
0
0
1
1
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
1
0
1
0
0
21
1,572
36
1
0
0
0
1
0
0
0
0
0
1
0
0
0
0
1
0
1
0
1
0
0
0
0
0
0
1
60
13,756
63
1
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
0
1
30
1,908
66
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
1
1
0
0
1
0
0
0
0
0
0
1
30
1,908
66
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
1
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0
0
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1
36
10,477
42
1
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1
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12
795
53
0
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1
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0
0
0
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0
1
1
0
0
1
0
1
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0
1
0
0
24
3,972
25
1
0
0
0
1
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
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1
24
2,375
44
1
0
0
0
1
0
0
0
0
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1
0
0
0
0
1
1
0
0
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1
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1
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18
1,028
36
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1
1
0
0
1
0
0
0
1
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1
12
1,768
24
1
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
0
0
0
1
36
4,473
31
1
0
0
0
1
0
0
0
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0
0
1
0
0
0
0
1
0
0
0
1
0
0
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0
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1
24
2,578
34
1
0
0
0
1
0
0
0
0
0
0
0
1
0
0
1
1
0
0
0
1
0
0
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1
12
1,413
55
1
0
0
1
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0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
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0
1
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0
18
750
27
0
1
0
0
0
0
0
0
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0
1
0
0
0
0
0
1
0
0
1
0
0
0
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0
1
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30
4,249
28
0
1
0
0
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0
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0
0
1
0
0
0
0
1
0
0
0
1
0
0
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1
39
4,933
25
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
1
0
0
0
0
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1
36
2,746
31
0
0
0
0
1
0
0
0
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0
1
0
0
0
0
1
1
0
0
0
1
0
0
0
0
0
1
12
1,163
44
1
0
1
0
0
0
0
0
0
0
1
0
0
0
0
1
1
0
0
1
0
0
0
0
1
0
0
21
2,923
28
1
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
0
1
0
0
12
886
21
1
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
1
0
0
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0
1
0
0
42
7,174
30
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1
1
0
0
0
0
0
1
0
0
1
0
18
866
25
1
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
1
0
0
0
1
0
0
18
3,612
37
1
0
0
0
1
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
1
24
1,258
25
1
0
0
0
1
0
0
0
0
0
0
1
0
0
0
1
1
0
0
0
0
0
1
0
1
0
0
36
3,835
45
1
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
1
0
0
0
1
0
0
30
2,150
24
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
1
0
1
0
0
0
1
0
0
15
392
23
1
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
1
0
0
1
0
0
0
24
6,872
55
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
24
1,231
57
1
1
0
0
0
0
0
0
0
0
0
0
1
0
0
1
1
0
0
1
0
0
0
1
0
0
0
20
6,468
60
1
0
0
0
1
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
1
12
3,565
37
1
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
1
12
697
46
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
1
1
0
0
1
0
0
0
0
0
0
1
30
1,908
66
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
0
0
0
1
6
338
52
1
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
1
0
0
0
0
0
0
1
39
14,179
30
1
1
0
0
0
0
0
0
0
0
0
0
0
1
0
1
1
0
0
0
1
0
0
0
0
0
1
12
1,424
26
1
1
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
1
0
0
0
1
0
0
0
0
1
48
5,381
40
1
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
1
0
0
0
0
1
0
12
1,007
22
1
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
1
0
0
0
1
0
0
6
428
49
1
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
1
0
0
0
0
0
1
11
3,905
36
1
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
1
0
15
1,512
61
0
0
0
0
1
1
0
0
0
0
0
0
0
0
0
1
1
0
0
0
1
0
0
1
0
0
0
48
3,914
38
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
1
0
1
0
0
1
0
0
0
1
0
0
24
1,377
47
1
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
1
0
0
0
1
0
0
18
1,131
33
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
1
0
0
0
0
1
0
0
48
5,096
30
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
0
0
0
0
0
1
0
0
1
0
12
685
25
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
1
1
0
0
1
0
0
0
0
1
0
0
48
18,424
32
0
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
1
36
6,887
29
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
1
1
0
0
0
1
0
0
0
0
0
1
36
10,875
45
1
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
1
1
0
0
0
0
0
0
1
12
1,963
31
1
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
1
0
0
0
1
0
0
12
2,762
25
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
1
0
0
0
1
0
0
24
3,749
26
1
0
0
1
0
0
0
0
0
0
0
0
1
0
0
1
0
1
0
0
1
0
0
0
0
0
1
48
4,605
24
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
1
48
5,381
40
1
0
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
1
0
0
48
4,308
24
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
1
24
4,817
31
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
0
0
1
0
1
0
0
18
3,049
45
1
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
1
0
0
0
0
0
0
1
12
6,468
52
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1
1
0
0
0
1
0
0
0
1
0
0
48
5,951
22
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
1
0
0
0
1
0
0
30
3,622
57
1
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
1
0
0
0
0
0
1
9
1,919
35
1