checking_account_status
int64
account_life_in_months
int64
credit_status
int64
loan_purpose
string
current_credit
int64
current_savings
int64
employed_since
int64
installment_rate_percentage
int64
is_male
bool
marital_status
int64
guarantors
int64
years_living_in_current_residence
int64
age
int64
installment_plans
int64
housing_status
int64
nr_credit_accounts_in_bank
int64
job_status
int64
number_of_people_in_support
int64
has_registered_phone_number
int64
is_foreign
bool
loan_granted
int64
1
16
4
new car
2,625
1
4
2
false
1
2
4
43
0
1
1
2
1
1
false
1
0
20
4
new car
3,485
0
1
2
false
0
0
4
44
2
2
2
2
1
1
false
0
0
36
4
used car
10,477
0
4
2
false
1
0
4
42
2
0
2
2
1
0
false
0
0
15
2
radio/television
1,386
0
2
4
false
2
0
2
40
2
1
1
2
1
1
false
0
0
24
2
radio/television
1,278
1
4
4
false
1
0
1
36
2
2
1
3
1
1
false
0
1
12
2
radio/television
1,107
1
2
2
false
1
0
2
20
2
1
1
3
2
1
false
0
1
21
2
new car
3,763
0
3
2
false
1
1
2
24
2
2
1
1
1
0
true
0
2
36
2
education
3,711
0
2
2
false
2
0
2
27
2
2
1
2
1
0
false
0
0
15
3
used car
3,594
1
1
1
true
0
0
2
46
2
2
2
1
1
0
false
0
2
9
2
new car
3,195
0
2
1
true
0
0
2
33
2
2
1
1
1
0
false
0
0
36
3
radio/television
4,454
1
2
4
true
0
0
4
34
2
2
2
2
1
0
false
0
2
24
4
furniture/equipment
4,736
1
1
2
true
0
0
4
25
0
2
1
1
1
0
false
1
2
30
2
radio/television
2,991
0
4
2
true
0
0
4
25
2
2
1
2
1
0
false
0
0
11
2
business
2,142
4
4
1
false
0
0
2
28
2
2
1
2
1
1
false
0
1
24
1
business
3,161
1
2
4
false
1
0
2
31
2
1
1
2
1
1
false
1
2
48
0
others
18,424
1
2
1
true
0
0
2
32
0
2
1
3
1
1
true
1
0
10
2
used car
2,848
2
2
1
false
1
1
2
32
2
2
1
2
2
0
false
0
1
6
2
new car
14,896
1
4
1
false
1
0
4
68
0
2
1
3
1
1
false
1
1
24
2
furniture/equipment
2,359
2
0
1
false
0
0
1
33
2
2
1
2
1
0
false
1
1
24
2
furniture/equipment
3,345
1
4
4
false
1
0
2
39
2
1
1
3
1
1
false
1
0
18
4
furniture/equipment
1,817
1
2
4
true
0
0
2
28
2
2
2
2
1
0
false
0
0
48
3
radio/television
12,749
3
3
4
false
1
0
1
37
2
2
1
3
1
1
false
0
1
9
2
radio/television
1,366
1
1
3
true
0
0
4
22
2
1
1
2
1
0
false
1
2
12
2
new car
2,002
1
3
3
false
1
0
4
30
2
1
1
2
2
1
false
0
1
24
1
furniture/equipment
6,872
1
1
2
false
0
0
1
55
0
2
1
2
1
1
false
1
1
12
1
new car
697
1
1
4
false
1
0
2
46
0
2
2
2
1
1
false
1
1
18
4
furniture/equipment
1,049
1
1
4
true
0
0
4
21
2
1
1
2
1
0
false
0
1
48
2
used car
10,297
1
3
4
false
1
0
4
39
1
0
3
2
2
1
false
1
0
30
2
radio/television
1,867
0
4
4
false
1
0
4
58
2
2
1
2
1
1
false
0
1
12
3
new car
1,344
1
2
4
false
1
0
2
43
2
2
2
1
2
0
false
0
1
24
2
furniture/equipment
1,747
1
1
4
false
1
1
1
24
2
2
1
1
1
0
true
0
2
9
2
radio/television
1,670
1
1
4
true
0
0
2
22
2
2
1
2
1
1
false
1
0
9
4
new car
1,224
1
2
3
false
1
0
1
30
2
2
2
2
1
0
false
0
0
12
4
radio/television
522
3
4
4
false
1
0
4
42
2
2
2
2
2
1
false
0
1
12
2
radio/television
1,498
1
2
4
true
0
0
1
23
0
2
1
2
1
0
false
0
2
30
3
radio/television
1,919
2
1
4
false
1
0
3
30
1
2
2
3
1
0
false
1
3
9
2
radio/television
745
1
2
3
true
0
0
2
28
2
2
1
1
1
0
false
1
2
6
2
radio/television
2,063
1
1
4
false
2
0
3
30
2
1
1
3
1
1
false
0
2
60
2
education
6,288
1
2
4
false
1
0
4
42
2
0
1
2
1
0
false
1
0
24
4
used car
6,842
0
2
2
false
1
0
4
46
2
2
2
3
2
1
false
0
0
12
2
new car
3,527
0
1
2
false
1
0
3
45
2
2
1
3
2
1
false
0
0
10
2
new car
1,546
1
2
3
false
1
0
2
31
2
2
1
1
2
0
true
0
0
24
2
furniture/equipment
929
0
3
4
false
1
0
2
31
1
2
1
2
1
1
false
0
0
4
4
new car
1,455
1
3
2
false
1
0
1
42
2
2
3
1
2
0
false
0
1
15
2
furniture/equipment
1,845
1
1
4
true
0
2
1
46
2
1
1
2
1
0
false
0
2
48
0
new car
8,358
3
1
1
true
0
0
1
30
2
2
2
2
1
0
false
0
1
24
1
furniture/equipment
3,349
3
1
4
false
1
0
4
30
2
0
1
2
2
1
false
1
0
12
2
new car
2,859
0
0
4
false
1
0
4
38
2
2
1
3
1
1
false
0
0
18
2
furniture/equipment
1,533
1
1
4
false
2
1
1
43
2
2
1
1
2
0
false
1
0
24
2
radio/television
3,621
2
4
2
false
1
0
4
31
2
2
2
2
1
0
false
1
2
18
4
business
3,590
1
0
3
false
2
0
3
40
2
2
3
0
2
1
false
0
1
36
3
business
2,145
1
3
2
false
1
0
1
24
2
2
2
2
1
1
false
1
2
24
2
used car
4,113
3
1
3
true
0
0
4
28
2
1
1
2
1
0
false
1
0
36
2
furniture/equipment
10,974
1
0
4
true
0
0
2
26
2
2
2
3
1
1
false
1
1
12
2
new car
1,893
1
2
4
true
0
2
4
29
2
2
1
2
1
1
false
0
1
24
4
radio/television
1,231
4
4
4
true
0
0
4
57
2
1
2
3
1
1
false
0
3
30
4
radio/television
3,656
0
4
4
false
1
0
4
49
1
2
2
1
1
0
false
0
2
9
4
radio/television
1,154
1
4
2
false
1
0
4
37
2
2
3
1
1
0
false
0
1
28
2
new car
4,006
1
2
3
false
1
0
2
45
2
2
1
1
1
0
false
1
2
24
2
furniture/equipment
3,069
2
4
4
false
1
0
4
30
2
0
1
2
1
0
false
0
0
6
4
radio/television
1,740
1
4
2
false
2
0
2
30
2
1
2
2
1
0
false
0
2
21
3
new car
2,353
1
2
1
false
0
0
4
47
2
2
2
2
1
0
false
0
0
15
2
new car
3,556
0
2
3
false
1
0
2
29
2
2
1
2
1
0
false
0
0
24
2
radio/television
2,397
3
4
3
false
1
0
2
35
0
2
2
2
1
1
false
1
2
6
2
repairs
454
1
1
3
false
2
0
1
22
2
2
1
1
1
0
false
0
2
30
2
radio/television
1,715
0
2
4
true
0
0
1
26
2
2
1
2
1
0
false
0
2
27
4
radio/television
2,520
3
2
4
false
1
0
2
23
2
2
2
1
1
0
false
1
0
15
2
radio/television
3,568
1
4
4
true
0
0
2
54
0
1
1
3
1
1
false
0
0
42
2
radio/television
7,166
0
3
2
false
2
0
4
29
2
1
1
2
1
1
false
0
1
11
4
new car
3,939
1
2
1
false
1
0
2
40
2
2
2
1
2
0
false
0
2
15
2
repairs
1,514
2
2
4
false
1
2
2
22
2
2
1
2
1
0
false
0
0
24
2
new car
7,393
1
2
1
false
1
0
4
43
2
2
1
1
2
0
false
0
1
24
1
new car
1,193
1
0
1
true
0
1
4
29
2
1
2
0
1
0
false
1
1
60
2
business
7,297
1
4
4
false
1
1
4
36
2
1
1
2
1
0
false
1
0
30
4
radio/television
2,831
1
2
4
true
0
0
2
33
2
2
1
2
1
1
false
0
3
24
2
radio/television
1,258
3
2
3
true
0
0
3
57
2
2
1
1
1
0
false
0
2
6
2
radio/television
753
1
2
2
true
0
2
3
64
2
2
1
2
1
0
false
0
2
18
3
business
2,427
0
4
4
false
1
0
2
42
2
2
2
2
1
0
false
0
0
24
3
new car
2,538
1
4
4
false
1
0
4
47
2
2
2
1
2
0
false
1
2
15
1
new car
1,264
2
2
2
false
2
0
2
25
2
1
1
2
1
0
false
1
2
30
4
furniture/equipment
8,386
1
3
2
false
1
0
2
49
2
2
1
2
1
0
false
1
0
48
2
business
4,844
1
0
3
false
1
0
2
33
0
1
1
3
1
1
false
1
3
21
2
new car
2,923
2
2
1
true
0
0
1
28
0
2
1
3
1
1
false
0
1
36
2
used car
8,229
1
2
2
false
1
0
2
26
2
2
1
2
2
0
false
1
0
24
4
furniture/equipment
2,028
1
3
2
false
1
0
2
30
2
2
2
1
1
0
false
0
1
15
4
furniture/equipment
1,433
1
2
4
true
0
0
3
25
2
1
2
2
1
0
false
0
3
42
0
business
6,289
1
1
2
false
0
0
1
33
2
2
2
2
1
0
false
0
0
13
2
radio/television
1,409
2
0
2
true
0
0
4
64
2
2
1
2
1
0
false
0
1
24
2
used car
6,579
1
0
4
false
1
0
2
29
2
0
1
3
1
1
false
0
2
24
4
radio/television
1,743
1
4
4
false
1
0
2
48
2
2
2
1
1
0
false
0
0
12
4
education
3,565
0
1
2
false
1
0
1
37
2
2
2
1
2
0
false
0
0
15
1
radio/television
1,569
2
4
4
false
1
0
4
34
0
2
1
1
2
0
false
0
1
18
2
radio/television
1,936
0
3
2
false
2
0
4
23
2
1
2
1
1
0
false
0
1
36
2
furniture/equipment
3,959
1
0
4
false
1
0
3
30
2
2
1
3
1
1
false
0
0
12
2
new car
2,390
0
4
4
false
1
0
3
50
2
2
1
2
1
1
false
0
0
12
2
furniture/equipment
1,736
1
3
3
true
0
0
4
31
2
2
1
1
1
0
false
0
1
30
2
used car
3,857
1
2
4
false
0
0
4
40
2
2
1
3
1
1
false
0
0
12
2
radio/television
804
1
4
4
false
1
0
4
38
2
2
1
2
1
0
false
0
1
45
2
radio/television
1,845
1
2
4
false
1
0
4
23
2
0
1
2
1
1
false
1
2
45
4
used car
4,576
2
0
3
false
1
0
4
27
2
2
1
2
1
0
false
0