income
float64
owns_a_car
bool
owns_a_bike
bool
has_an_active_loan
bool
owns_a_house
bool
nr_children
int64
credit
float64
loan_annuity
float64
accompanied_by
string
income_type
string
education_level
float64
marital_status
string
is_male
bool
type_of_contract
string
type_of_housing
string
residence_density
float64
age_in_days
int64
consecutive_days_of_employment
int64
nr_days_since_last_registration_change
int64
nr_days_since_last_document_change
int64
has_provided_a_mobile_number
bool
has_provided_a_home_number
bool
was_reachable_at_work
bool
job
string
nr_family_members
int64
city_rating
int64
weekday_of_application
int64
hour_of_application
float64
same_residence_and_home
bool
same_work_and_home
bool
score_1
float64
score_2
float64
score_3
float64
nr_defaults_in_social_circle
bool
inquiries_in_last_year
float64
has_defaulted
int64
9,900
true
true
true
true
1
76,022.55
3,028.05
Alone
Service
1
M
false
CL
Home
0.031329
11,797
381
5,462
3,618
true
false
true
Laborers
3
2
0
12
true
true
0.634176
0.426885
0.770087
true
1
0
18,000
false
false
false
true
0
50,049
5,952.6
Alone
Service
1
M
false
CL
Home
0.010006
16,041
1,313
3,184
3,436
true
false
false
Secretaries
2
1
1
11
true
true
0.707833
0.718248
0.337673
true
2
0
20,250
false
true
true
false
0
67,950
3,620.25
Alone
Service
1
M
false
CL
Home
0.072508
18,378
1,048
8,344
1,941
true
false
true
Laborers
2
1
6
16
true
true
0.796393
0.716137
0.565608
true
2
0
40,500
false
true
true
false
1
24,750
1,237.5
Alone
Commercial
2
M
false
RL
Home
0.026392
10,597
1,770
610
3,270
true
false
false
Sales
3
2
3
14
true
true
0.093289
0.688787
0.228883
true
0
0
18,000
false
false
true
true
0
75,519
3,212.55
Alone
Service
1
D
false
CL
Home
0.022625
18,376
11,796
5,965
1,920
true
false
false
High skill tech
1
2
4
16
true
true
0.505079
0.590033
0.785052
true
1
0
27,000
false
true
true
false
0
38,152.8
1,169.55
Partner
Commercial
1
M
false
CL
Home
0.003818
15,381
470
8,466
2,781
true
false
false
Laborers
2
2
3
3
true
true
0.598766
0.398873
0.358951
true
1
0
31,500
true
false
false
true
1
94,230
2,767.95
Alone
Govt Job
1
M
false
CL
Home
0.019101
15,686
8,412
4,598
5,675
true
false
false
Managers
3
2
2
11
true
true
0.306227
0.671083
0.450747
true
5
0
38,250
true
true
false
true
0
45,000
2,719.35
Alone
Service
2
M
false
CL
Home
0.028663
10,290
847
895
2,902
true
false
false
Sales
2
2
1
12
true
true
0.182737
0.103538
0.077499
true
2
0