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credits_this_bank
int64
1
4
present_res_since
int64
1
4
duration_in_month
int64
4
72
people_under_maintenance
int64
1
2
installment_as_income_perc
int64
1
4
age
int64
19
75
credit_amount
int64
250
18.4k
account_check_status_0 <= ... < 200 DM
float64
0
1
account_check_status_< 0 DM
float64
0
1
account_check_status_>= 200 DM / salary assignments for at least 1 year
float64
0
1
account_check_status_no checking account
float64
0
1
credit_history_all credits at this bank paid back duly
float64
0
1
credit_history_critical account/ other credits existing (not at this bank)
float64
0
1
credit_history_delay in paying off in the past
float64
0
1
credit_history_existing credits paid back duly till now
float64
0
1
credit_history_no credits taken/ all credits paid back duly
float64
0
1
purpose_(vacation - does not exist?)
float64
0
1
purpose_business
float64
0
1
purpose_car (new)
float64
0
1
purpose_car (used)
float64
0
1
purpose_domestic appliances
float64
0
1
purpose_education
float64
0
1
purpose_furniture/equipment
float64
0
1
purpose_radio/television
float64
0
1
purpose_repairs
float64
0
1
purpose_retraining
float64
0
1
savings_.. >= 1000 DM
float64
0
1
savings_... < 100 DM
float64
0
1
savings_100 <= ... < 500 DM
float64
0
1
savings_500 <= ... < 1000 DM
float64
0
1
savings_unknown/ no savings account
float64
0
1
present_emp_since_.. >= 7 years
float64
0
1
present_emp_since_... < 1 year
float64
0
1
present_emp_since_1 <= ... < 4 years
float64
0
1
present_emp_since_4 <= ... < 7 years
float64
0
1
present_emp_since_unemployed
float64
0
1
gender_female
float64
0
1
gender_male
float64
0
1
personal_status_ divorced/separated
float64
0
1
personal_status_ divorced/separated/married
float64
0
1
personal_status_ married/widowed
float64
0
1
personal_status_ single
float64
0
1
property_if not A121 : building society savings agreement/ life insurance
float64
0
1
property_if not A121/A122 : car or other, not in attribute 6
float64
0
1
property_real estate
float64
0
1
property_unknown / no property
float64
0
1
other_installment_plans_bank
float64
0
1
other_installment_plans_none
float64
0
1
other_installment_plans_stores
float64
0
1
housing_for free
float64
0
1
housing_own
float64
0
1
housing_rent
float64
0
1
job_management/ self-employed/ highly qualified employee/ officer
float64
0
1
job_skilled employee / official
float64
0
1
job_unemployed/ unskilled - non-resident
float64
0
1
job_unskilled - resident
float64
0
1
telephone_none
float64
0
1
telephone_yes, registered under the customers name
float64
0
1
other_debtors_co-applicant
float64
0
1
other_debtors_guarantor
float64
0
1
other_debtors_none
float64
0
1
foreign_worker_no
float64
0
1
foreign_worker_yes
float64
0
1
young
float64
0
1
adult
float64
0
1
senior
float64
0
1
default
int64
0
1
2
2
24
2
4
43
1,333
0
1
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
1
0
0
0
1
0
0
1
0
0
1
0
1
0
0
0
1
0
0
1
0
0
0
1
0
1
0
0
1
1
1
4
18
1
3
43
2,515
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
1
0
0
0
1
0
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
0
1
0
0
1
0
1
0
0
1
0
1
2
14
1
1
35
1,410
1
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
0
0
1
0
0
1
0
0
0
1
0
0
1
0
0
1
0
0
1
0
0
0
1
0
0
1
0
1
0
1
0
0
1
3
4
2
1
23
601
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
1
0
0
0
0
1
0
0
1
0
0
0
1
0
0
0
1
1
0
0
0
1
0
1
1
0
0
0
1
4
45
1
4
21
3,031
1
0
0
0
0
0
0
1
0
0
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
1
0
0
0
0
1
0
0
0
1
0
1
0
0
1
0
0
1
0
0
1
1
0
0
1
1
4
24
1
4
22
2,828
0
1
0
0
1
0
0
0
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
0
1
0
0
1
0
0
0
1
0
1
0
0
1
0
0
0
1
0
0
1
0
1
1
0
0
0
3
4
12
1
4
52
717
0
0
0
1
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
1
0
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
0
1
0
1
0
0
1
0
2
3
6
2
1
44
4,716
0
1
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
0
1
0
0
0
1
0
0
1
0
0
1
0
0
1
0
0
0
0
1
1
0
0
0
1
0
1
0
0
1
0
2
4
20
1
1
24
4,272
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
1
0
0
0
0
1
0
0
1
0
0
1
0
0
0
0
1
0
0
1
0
0
1
0
0
1
0
0
0
1
0
1
1
0
0
0
2
4
24
2
4
43
2,197
0
0
0
1
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
1
0
0
0
1
0
1
0
0
0
1
0
0
1
0
0
1
0
0
0
1
0
0
1
0
1
0
0
1
0
2
2
18
1
3
35
3,780
0
0
0
1
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
1
0
0
0
0
1
1
0
0
0
0
1
0
0
0
1
0
0
1
0
1
0
0
0
0
1
0
0
1
0
1
0
1
0
0
2
2
18
1
4
42
2,427
1
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
1
0
0
0
1
1
0
0
0
0
1
0
0
1
0
0
1
0
0
1
0
0
0
1
0
1
0
0
1
0
1
3
21
1
4
41
3,160
0
0
0
1
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
1
0
0
0
1
1
0
0
0
0
1
0
0
1
0
0
1
0
0
0
1
0
0
1
0
1
0
0
1
0
1
4
21
1
1
26
3,599
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
1
0
1
0
0
1
0
0
0
1
0
0
0
1
0
0
0
1
0
0
0
1
1
0
0
0
1
0
1
1
0
0
0
1
1
9
1
4
30
918
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
1
0
0
1
0
0
1
0
0
1
0
0
0
0
1
0
0
1
0
0
1
0
0
1
0
0
0
1
0
1
0
1
0
1
2
4
15
1
1
27
3,643
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
1
0
0
0
0
1
0
0
1
0
0
1
0
0
0
0
1
0
0
1
0
0
0
0
1
1
0
0
0
1
0
1
1
0
0
0
2
2
24
1
4
41
3,868
0
0
0
1
0
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
0
1
0
0
0
1
0
0
0
1
0
0
0
1
1
0
0
0
0
1
0
0
1
0
1
0
0
1
0
2
2
21
1
3
32
2,745
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
0
0
1
0
0
1
0
0
0
1
0
1
0
0
0
1
0
0
1
0
0
1
0
0
0
1
0
0
1
0
1
0
1
0
0
2
2
18
1
2
30
5,866
1
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
0
1
0
1
0
0
0
1
0
0
1
0
0
1
0
0
0
1
0
0
1
0
1
0
1
0
0
2
2
24
1
4
25
999
0
0
0
1
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
1
0
0
0
1
0
1
0
0
0
1
0
0
1
0
0
1
0
0
1
0
0
0
1
0
1
1
0
0
0
1
2
48
1
2
23
15,672
1
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
1
0
0
0
1
0
1
0
0
0
1
0
0
1
0
0
1
0
0
0
1
0
0
1
0
1
1
0
0
1
2
4
12
1
3
43
4,843
0
1
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
1
0
0
0
1
1
0
0
0
0
1
0
0
0
1
0
1
0
0
0
1
1
0
0
0
1
0
0
1
1
2
2
12
1
3
27
1,101
0
0
0
1
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
1
0
0
1
0
0
0
1
0
0
1
0
0
1
0
0
1
0
0
0
1
0
0
1
0
1
1
0
0
0
2
4
12
2
4
55
1,555
0
0
0
1
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0
1
0
0
0
1
0
0
0
1
0
1
0
1
0
0
0
1
0
0
1
0
0
0
1
0
1
0
0
1
1
1
4
24
2
2
21
1,987
0
1
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
1
0
0
0
1
0
0
1
0
0
1
0
0
0
1
0
0
0
1
1
0
0
0
1
0
1
1
0
0
1
2
2
36
1
4
27
2,613
0
0
0
1
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
1
0
0
0
1
0
1
0
0
0
1
0
0
1
0
0
1
0
0
1
0
0
0
1
0
1
1
0
0
0
1
2
48
1
3
31
6,758
0
1
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
1
0
0
1
0
0
0
1
0
0
0
1
0
0
1
0
0
1
0
0
0
1
0
0
1
0
1
0
1
0
1
1
1
12
1
2
52
6,468
1
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
1
0
0
0
1
0
0
0
1
0
1
0
0
1
0
1
0
0
0
0
1
0
0
1
0
1
0
0
1
1
1
2
24
1
3
26
3,235
0
0
0
1
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
1
0
0
0
0
0
1
1
0
0
0
0
1
0
0
0
1
0
0
1
0
1
0
0
0
0
1
0
0
1
0
1
1
0
0
0
1
1
4
2
1
37
3,380
0
0
0
1
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
1
0
0
1
0
0
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
0
1
0
1
0
1
0
0
1
3
48
1
1
31
6,110
0
0
0
1
0
1
0
0
0
1
0
0
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
0
1
1
0
0
1
0
0
0
1
0
0
0
1
0
0
1
0
1
0
1
0
0
1
2
10
2
3
40
1,597
0
0
0
1
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
1
0
0
0
1
0
0
0
1
0
1
0
0
0
1
0
0
0
1
1
0
0
0
1
1
0
0
0
1
0
2
2
12
1
4
38
1,240
0
0
0
1
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
1
0
0
0
0
1
0
0
1
0
0
1
0
0
1
0
0
0
1
0
0
1
0
1
0
0
1
0
1
2
10
1
4
23
1,275
0
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
1
0
0
1
0
0
0
0
1
0
0
1
0
0
1
0
0
1
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0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
1
0
0
0
1
0
0
0
1
1
0
0
1
0
0
0
1
0
0
1
0
0
0
1
0
1
0
0
1
1
1
4
24
1
4
41
1,469
0
0
0
1
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
1
0
0
1
0
0
0
1
0
0
1
0
0
0
1
0
0
0
1
1
0
0
0
1
0
1
0
0
1
0
2
4
45
1
2
29
11,816
0
1
0
0
0
0
0
0
1
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
1
0
0
0
1
0
1
0
0
0
1
0
0
0
1
0
1
0
0
1
0
0
0
1
0
1
0
1
0
1
1
4
18
1
2
38
3,229
0
0
0
1
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
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1
0
1
0
0
0
1
0
0
0
1
0
1
0
0
1
0
1
0
0
0
0
1
0
0
1
0
1
0
0
1
0
2
4
6
1
4
67
1,169
0
1
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
1
0
0
0
1
0
0
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0
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1
0
0
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0
0
1
0
0
0
1
0
0
1
0
1
0
0
1
0
1
1
18
2
4
43
1,533
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
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0
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1
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0
0
1
0
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1
0
0
0
0
1
1
0
1
0
0
0
1
0
0
1
1
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