checking_status
string
duration_months
int64
credit_history
string
purpose
string
credit_amount
int64
savings
string
employment_since
string
installment_rate_pct
int64
personal_status_sex
string
other_debtors
string
residence_since
int64
property
string
age_years
int64
other_installment_plans
string
housing
string
existing_credits
int64
job
string
dependents
int64
telephone
string
foreign_worker
string
credit_risk
string
below zero
6
critical account or other credits existing
radio or television
1,169
unknown or none
7 or more years
4
male: single
none
4
real estate
67
none
own
2
skilled employee or official
1
registered
yes
good
0 to under 200
48
existing credits paid duly till now
radio or television
5,951
under 100
1 to under 4 years
2
female: divorced, separated, or married
none
2
real estate
22
none
own
1
skilled employee or official
1
none
yes
bad
no checking account
12
critical account or other credits existing
education
2,096
under 100
4 to under 7 years
2
male: single
none
3
real estate
49
none
own
1
unskilled, resident
2
none
yes
good
below zero
42
existing credits paid duly till now
furniture or equipment
7,882
under 100
4 to under 7 years
2
male: single
guarantor
4
savings agreement or life insurance
45
none
living for free
1
skilled employee or official
2
none
yes
good
below zero
24
delay in paying off in the past
new car
4,870
under 100
1 to under 4 years
3
male: single
none
4
unknown or none
53
none
living for free
2
skilled employee or official
2
none
yes
bad
no checking account
36
existing credits paid duly till now
education
9,055
unknown or none
1 to under 4 years
2
male: single
none
4
unknown or none
35
none
living for free
1
unskilled, resident
2
registered
yes
good
no checking account
24
existing credits paid duly till now
furniture or equipment
2,835
500 to under 1,000
7 or more years
3
male: single
none
4
savings agreement or life insurance
53
none
own
1
skilled employee or official
1
none
yes
good
0 to under 200
36
existing credits paid duly till now
used car
6,948
under 100
1 to under 4 years
2
male: single
none
2
car or other
35
none
rent
1
management, self-employed, or highly qualified
1
registered
yes
good
no checking account
12
existing credits paid duly till now
radio or television
3,059
1,000 or more
4 to under 7 years
2
male: divorced or separated
none
4
real estate
61
none
own
1
unskilled, resident
1
none
yes
good
0 to under 200
30
critical account or other credits existing
new car
5,234
under 100
unemployed
4
male: married or widowed
none
2
car or other
28
none
own
2
management, self-employed, or highly qualified
1
none
yes
bad
0 to under 200
12
existing credits paid duly till now
new car
1,295
under 100
under 1 year
3
female: divorced, separated, or married
none
1
car or other
25
none
rent
1
skilled employee or official
1
none
yes
bad
below zero
48
existing credits paid duly till now
business
4,308
under 100
under 1 year
3
female: divorced, separated, or married
none
4
savings agreement or life insurance
24
none
rent
1
skilled employee or official
1
none
yes
bad
0 to under 200
12
existing credits paid duly till now
radio or television
1,567
under 100
1 to under 4 years
1
female: divorced, separated, or married
none
1
car or other
22
none
own
1
skilled employee or official
1
registered
yes
good
below zero
24
critical account or other credits existing
new car
1,199
under 100
7 or more years
4
male: single
none
4
car or other
60
none
own
2
unskilled, resident
1
none
yes
bad
below zero
15
existing credits paid duly till now
new car
1,403
under 100
1 to under 4 years
2
female: divorced, separated, or married
none
4
car or other
28
none
rent
1
skilled employee or official
1
none
yes
good
below zero
24
existing credits paid duly till now
radio or television
1,282
100 to under 500
1 to under 4 years
4
female: divorced, separated, or married
none
2
car or other
32
none
own
1
unskilled, resident
1
none
yes
bad
no checking account
24
critical account or other credits existing
radio or television
2,424
unknown or none
7 or more years
4
male: single
none
4
savings agreement or life insurance
53
none
own
2
skilled employee or official
1
none
yes
good
below zero
30
no credits taken or all paid duly
business
8,072
unknown or none
under 1 year
2
male: single
none
3
car or other
25
at another bank
own
3
skilled employee or official
1
none
yes
good
0 to under 200
24
existing credits paid duly till now
used car
12,579
under 100
7 or more years
4
female: divorced, separated, or married
none
2
unknown or none
44
none
living for free
1
management, self-employed, or highly qualified
1
registered
yes
bad
no checking account
24
existing credits paid duly till now
radio or television
3,430
500 to under 1,000
7 or more years
3
male: single
none
2
car or other
31
none
own
1
skilled employee or official
2
registered
yes
good
no checking account
9
critical account or other credits existing
new car
2,134
under 100
1 to under 4 years
4
male: single
none
4
car or other
48
none
own
3
skilled employee or official
1
registered
yes
good
below zero
6
existing credits paid duly till now
radio or television
2,647
500 to under 1,000
1 to under 4 years
2
male: single
none
3
real estate
44
none
rent
1
skilled employee or official
2
none
yes
good
below zero
10
critical account or other credits existing
new car
2,241
under 100
under 1 year
1
male: single
none
3
real estate
48
none
rent
2
unskilled, resident
2
none
no
good
0 to under 200
12
critical account or other credits existing
used car
1,804
100 to under 500
under 1 year
3
male: single
none
4
savings agreement or life insurance
44
none
own
1
skilled employee or official
1
none
yes
good
no checking account
10
critical account or other credits existing
furniture or equipment
2,069
unknown or none
1 to under 4 years
2
male: married or widowed
none
1
car or other
26
none
own
2
skilled employee or official
1
none
no
good
below zero
6
existing credits paid duly till now
furniture or equipment
1,374
under 100
1 to under 4 years
1
male: single
none
2
real estate
36
at another bank
own
1
unskilled, resident
1
registered
yes
good
no checking account
6
no credits taken or all paid duly
radio or television
426
under 100
7 or more years
4
male: married or widowed
none
4
car or other
39
none
own
1
unskilled, resident
1
none
yes
good
200 or more, or salary account
12
all credits at this bank paid duly
radio or television
409
1,000 or more
1 to under 4 years
3
female: divorced, separated, or married
none
3
real estate
42
none
rent
2
skilled employee or official
1
none
yes
good
0 to under 200
7
existing credits paid duly till now
radio or television
2,415
under 100
1 to under 4 years
3
male: single
guarantor
2
real estate
34
none
own
1
skilled employee or official
1
none
yes
good
below zero
60
delay in paying off in the past
business
6,836
under 100
7 or more years
3
male: single
none
4
unknown or none
63
none
own
2
skilled employee or official
1
registered
yes
bad
0 to under 200
18
existing credits paid duly till now
business
1,913
1,000 or more
under 1 year
3
male: married or widowed
none
3
real estate
36
at another bank
own
1
skilled employee or official
1
registered
yes
good
below zero
24
existing credits paid duly till now
furniture or equipment
4,020
under 100
1 to under 4 years
2
male: single
none
2
car or other
27
at stores
own
1
skilled employee or official
1
none
yes
good
0 to under 200
18
existing credits paid duly till now
new car
5,866
100 to under 500
1 to under 4 years
2
male: single
none
2
car or other
30
none
own
2
skilled employee or official
1
registered
yes
good
no checking account
12
critical account or other credits existing
business
1,264
unknown or none
7 or more years
4
male: single
none
4
unknown or none
57
none
rent
1
unskilled, resident
1
none
yes
good
200 or more, or salary account
12
existing credits paid duly till now
furniture or equipment
1,474
under 100
under 1 year
4
female: divorced, separated, or married
none
1
savings agreement or life insurance
33
at another bank
own
1
management, self-employed, or highly qualified
1
registered
yes
good
0 to under 200
45
critical account or other credits existing
radio or television
4,746
under 100
under 1 year
4
male: single
none
2
savings agreement or life insurance
25
none
own
2
unskilled, resident
1
none
yes
bad
no checking account
48
critical account or other credits existing
education
6,110
under 100
1 to under 4 years
1
male: single
none
3
unknown or none
31
at another bank
living for free
1
skilled employee or official
1
registered
yes
good
200 or more, or salary account
18
existing credits paid duly till now
radio or television
2,100
under 100
1 to under 4 years
4
male: single
co-applicant
2
real estate
37
at stores
own
1
skilled employee or official
1
none
yes
bad
200 or more, or salary account
10
existing credits paid duly till now
domestic appliances
1,225
under 100
1 to under 4 years
2
male: single
none
2
car or other
37
none
own
1
skilled employee or official
1
registered
yes
good
0 to under 200
9
existing credits paid duly till now
radio or television
458
under 100
1 to under 4 years
4
male: single
none
3
real estate
24
none
own
1
skilled employee or official
1
none
yes
good
no checking account
30
existing credits paid duly till now
radio or television
2,333
500 to under 1,000
7 or more years
4
male: single
none
2
car or other
30
at another bank
own
1
management, self-employed, or highly qualified
1
none
yes
good
0 to under 200
12
existing credits paid duly till now
radio or television
1,158
500 to under 1,000
1 to under 4 years
3
male: divorced or separated
none
1
car or other
26
none
own
1
skilled employee or official
1
registered
yes
good
0 to under 200
18
delay in paying off in the past
repairs
6,204
under 100
1 to under 4 years
2
male: single
none
4
real estate
44
none
own
1
unskilled, resident
2
registered
yes
good
below zero
30
critical account or other credits existing
used car
6,187
100 to under 500
4 to under 7 years
1
male: married or widowed
none
4
car or other
24
none
rent
2
skilled employee or official
1
none
yes
good
below zero
48
critical account or other credits existing
used car
6,143
under 100
7 or more years
4
female: divorced, separated, or married
none
4
unknown or none
58
at stores
living for free
2
unskilled, resident
1
none
yes
bad
no checking account
11
critical account or other credits existing
new car
1,393
under 100
under 1 year
4
female: divorced, separated, or married
none
4
car or other
35
none
own
2
management, self-employed, or highly qualified
1
none
yes
good
no checking account
36
existing credits paid duly till now
radio or television
2,299
500 to under 1,000
7 or more years
4
male: single
none
4
car or other
39
none
own
1
skilled employee or official
1
none
yes
good
below zero
6
existing credits paid duly till now
used car
1,352
500 to under 1,000
unemployed
1
female: divorced, separated, or married
none
2
savings agreement or life insurance
23
none
rent
1
unemployed or unskilled, non-resident
1
registered
yes
good
no checking account
11
critical account or other credits existing
new car
7,228
under 100
1 to under 4 years
1
male: single
none
4
savings agreement or life insurance
39
none
own
2
unskilled, resident
1
none
yes
good
no checking account
12
existing credits paid duly till now
radio or television
2,073
100 to under 500
1 to under 4 years
4
female: divorced, separated, or married
co-applicant
2
real estate
28
none
own
1
skilled employee or official
1
none
yes
good
0 to under 200
24
delay in paying off in the past
furniture or equipment
2,333
unknown or none
under 1 year
4
male: single
none
2
savings agreement or life insurance
29
at another bank
own
1
unskilled, resident
1
none
yes
good
0 to under 200
27
delay in paying off in the past
used car
5,965
under 100
7 or more years
1
male: single
none
2
car or other
30
none
own
2
management, self-employed, or highly qualified
1
registered
yes
good
no checking account
12
existing credits paid duly till now
radio or television
1,262
under 100
1 to under 4 years
3
male: single
none
2
car or other
25
none
own
1
skilled employee or official
1
none
yes
good
no checking account
18
existing credits paid duly till now
used car
3,378
unknown or none
1 to under 4 years
2
male: single
none
1
savings agreement or life insurance
31
none
own
1
skilled employee or official
1
registered
yes
good
0 to under 200
36
delay in paying off in the past
new car
2,225
under 100
7 or more years
4
male: single
none
4
unknown or none
57
at another bank
living for free
2
skilled employee or official
1
registered
yes
bad
no checking account
6
all credits at this bank paid duly
new car
783
unknown or none
1 to under 4 years
1
male: single
guarantor
2
real estate
26
at stores
own
1
unskilled, resident
2
none
yes
good
0 to under 200
12
existing credits paid duly till now
radio or television
6,468
unknown or none
unemployed
2
male: single
none
1
unknown or none
52
none
own
1
management, self-employed, or highly qualified
1
registered
yes
bad
no checking account
36
critical account or other credits existing
radio or television
9,566
under 100
1 to under 4 years
2
female: divorced, separated, or married
none
2
car or other
31
at stores
own
2
skilled employee or official
1
none
yes
good
200 or more, or salary account
18
existing credits paid duly till now
new car
1,961
under 100
7 or more years
3
female: divorced, separated, or married
none
2
car or other
23
none
own
1
management, self-employed, or highly qualified
1
none
yes
good
below zero
36
critical account or other credits existing
furniture or equipment
6,229
under 100
under 1 year
4
female: divorced, separated, or married
co-applicant
4
unknown or none
23
none
rent
2
unskilled, resident
1
registered
yes
bad
0 to under 200
9
existing credits paid duly till now
business
1,391
under 100
1 to under 4 years
2
male: married or widowed
none
1
real estate
27
at another bank
own
1
skilled employee or official
1
registered
yes
good
0 to under 200
15
critical account or other credits existing
radio or television
1,537
unknown or none
7 or more years
4
male: single
guarantor
4
real estate
50
none
own
2
skilled employee or official
1
registered
yes
good
0 to under 200
36
no credits taken or all paid duly
business
1,953
under 100
7 or more years
4
male: single
none
4
unknown or none
61
none
living for free
1
management, self-employed, or highly qualified
1
registered
yes
bad
0 to under 200
48
no credits taken or all paid duly
business
14,421
under 100
1 to under 4 years
2
male: single
none
2
car or other
25
none
own
1
skilled employee or official
1
registered
yes
bad
no checking account
24
existing credits paid duly till now
radio or television
3,181
under 100
under 1 year
4
female: divorced, separated, or married
none
4
savings agreement or life insurance
26
none
own
1
skilled employee or official
1
registered
yes
good
no checking account
27
existing credits paid duly till now
repairs
5,190
unknown or none
7 or more years
4
male: single
none
4
savings agreement or life insurance
48
none
own
4
skilled employee or official
2
registered
yes
good
no checking account
12
existing credits paid duly till now
radio or television
2,171
under 100
under 1 year
2
female: divorced, separated, or married
none
2
car or other
29
at another bank
own
1
skilled employee or official
1
none
yes
good
0 to under 200
12
existing credits paid duly till now
new car
1,007
1,000 or more
1 to under 4 years
4
male: married or widowed
none
1
real estate
22
none
own
1
skilled employee or official
1
none
yes
good
no checking account
36
existing credits paid duly till now
education
1,819
under 100
1 to under 4 years
4
male: single
none
4
unknown or none
37
at stores
living for free
1
skilled employee or official
1
registered
yes
bad
no checking account
36
existing credits paid duly till now
radio or television
2,394
unknown or none
1 to under 4 years
4
female: divorced, separated, or married
none
4
car or other
25
none
own
1
skilled employee or official
1
none
yes
good
no checking account
36
existing credits paid duly till now
used car
8,133
under 100
1 to under 4 years
1
female: divorced, separated, or married
none
2
savings agreement or life insurance
30
at another bank
own
1
skilled employee or official
1
none
yes
good
no checking account
7
critical account or other credits existing
radio or television
730
unknown or none
7 or more years
4
male: single
none
2
savings agreement or life insurance
46
none
rent
2
unskilled, resident
1
registered
yes
good
below zero
8
critical account or other credits existing
other
1,164
under 100
7 or more years
3
male: single
none
4
unknown or none
51
at another bank
living for free
2
management, self-employed, or highly qualified
2
registered
yes
good
0 to under 200
42
critical account or other credits existing
business
5,954
under 100
4 to under 7 years
2
female: divorced, separated, or married
none
1
real estate
41
at another bank
own
2
unskilled, resident
1
none
yes
good
below zero
36
existing credits paid duly till now
education
1,977
unknown or none
7 or more years
4
male: single
none
4
unknown or none
40
none
own
1
management, self-employed, or highly qualified
1
registered
yes
bad
below zero
12
critical account or other credits existing
used car
1,526
under 100
7 or more years
4
male: single
none
4
unknown or none
66
none
living for free
2
management, self-employed, or highly qualified
1
none
yes
good
below zero
42
existing credits paid duly till now
radio or television
3,965
under 100
under 1 year
4
male: single
none
3
car or other
34
none
own
1
skilled employee or official
1
none
yes
bad
0 to under 200
11
delay in paying off in the past
radio or television
4,771
under 100
4 to under 7 years
2
male: single
none
4
savings agreement or life insurance
51
none
own
1
skilled employee or official
1
none
yes
good
no checking account
54
no credits taken or all paid duly
used car
9,436
unknown or none
1 to under 4 years
2
male: single
none
2
savings agreement or life insurance
39
none
own
1
unskilled, resident
2
none
yes
good
0 to under 200
30
existing credits paid duly till now
furniture or equipment
3,832
under 100
under 1 year
2
male: married or widowed
none
1
savings agreement or life insurance
22
none
own
1
skilled employee or official
1
none
yes
good
no checking account
24
existing credits paid duly till now
radio or television
5,943
unknown or none
under 1 year
1
female: divorced, separated, or married
none
1
car or other
44
none
own
2
skilled employee or official
1
registered
yes
bad
no checking account
15
existing credits paid duly till now
radio or television
1,213
500 to under 1,000
7 or more years
4
male: single
none
3
savings agreement or life insurance
47
at stores
own
1
skilled employee or official
1
registered
yes
good
no checking account
18
existing credits paid duly till now
business
1,568
100 to under 500
1 to under 4 years
3
female: divorced, separated, or married
none
4
savings agreement or life insurance
24
none
rent
1
unskilled, resident
1
none
yes
good
below zero
24
existing credits paid duly till now
other
1,755
under 100
7 or more years
4
female: divorced, separated, or married
guarantor
4
real estate
58
none
own
1
unskilled, resident
1
registered
yes
good
below zero
10
existing credits paid duly till now
radio or television
2,315
under 100
7 or more years
3
male: single
none
4
real estate
52
none
own
1
unskilled, resident
1
none
yes
good
no checking account
12
critical account or other credits existing
business
1,412
under 100
1 to under 4 years
4
female: divorced, separated, or married
guarantor
2
real estate
29
none
own
2
management, self-employed, or highly qualified
1
registered
yes
good
0 to under 200
18
critical account or other credits existing
furniture or equipment
1,295
under 100
under 1 year
4
female: divorced, separated, or married
none
1
savings agreement or life insurance
27
none
own
2
skilled employee or official
1
none
yes
good
0 to under 200
36
existing credits paid duly till now
education
12,612
100 to under 500
1 to under 4 years
1
male: single
none
4
unknown or none
47
none
living for free
1
skilled employee or official
2
registered
yes
bad
below zero
18
existing credits paid duly till now
new car
2,249
100 to under 500
4 to under 7 years
4
male: single
none
3
car or other
30
none
own
1
management, self-employed, or highly qualified
2
registered
yes
good
below zero
12
no credits taken or all paid duly
repairs
1,108
under 100
4 to under 7 years
4
male: single
none
3
real estate
28
none
own
2
skilled employee or official
1
none
yes
bad
no checking account
12
critical account or other credits existing
radio or television
618
under 100
7 or more years
4
male: single
none
4
real estate
56
none
own
1
skilled employee or official
1
none
yes
good
below zero
12
critical account or other credits existing
used car
1,409
under 100
7 or more years
4
male: single
none
3
real estate
54
none
own
1
skilled employee or official
1
none
yes
good
no checking account
12
critical account or other credits existing
radio or television
797
unknown or none
7 or more years
4
female: divorced, separated, or married
none
3
savings agreement or life insurance
33
at another bank
own
1
unskilled, resident
2
none
yes
bad
200 or more, or salary account
24
critical account or other credits existing
furniture or equipment
3,617
unknown or none
7 or more years
4
male: single
co-applicant
4
unknown or none
20
none
rent
2
skilled employee or official
1
none
yes
good
0 to under 200
12
existing credits paid duly till now
new car
1,318
1,000 or more
7 or more years
4
male: single
none
4
real estate
54
none
own
1
skilled employee or official
1
registered
yes
good
0 to under 200
54
no credits taken or all paid duly
business
15,945
under 100
under 1 year
3
male: single
none
4
unknown or none
58
none
rent
1
skilled employee or official
1
registered
yes
bad
no checking account
12
critical account or other credits existing
education
2,012
unknown or none
4 to under 7 years
4
female: divorced, separated, or married
none
2
car or other
61
none
own
1
skilled employee or official
1
none
yes
good
0 to under 200
18
existing credits paid duly till now
business
2,622
100 to under 500
1 to under 4 years
4
male: single
none
4
car or other
34
none
own
1
skilled employee or official
1
none
yes
good
0 to under 200
36
critical account or other credits existing
radio or television
2,337
under 100
7 or more years
4
male: single
none
4
real estate
36
none
own
1
skilled employee or official
1
none
yes
good
0 to under 200
20
delay in paying off in the past
used car
7,057
unknown or none
4 to under 7 years
3
male: single
none
4
savings agreement or life insurance
36
at another bank
rent
2
management, self-employed, or highly qualified
2
registered
yes
good