age
int64
job
string
marital_status
string
education_level
int64
has_defaulted
bool
account_balance
int64
has_housing_loan
bool
has_personal_loan
bool
month_of_last_contact
string
number_of_calls_in_ad_campaign
int64
days_since_last_contact_of_previous_campaign
int64
number_of_calls_before_this_campaign
int64
successful_subscription
int64
42
blue-collar
married
0
false
408
true
false
may
2
-1
0
0
51
admin.
married
2
false
531
true
false
may
2
-1
0
0
57
retired
married
2
false
211
true
false
may
2
-1
0
0
36
services
single
2
false
62
true
false
may
2
-1
0
0
53
services
married
0
false
257
true
false
may
2
-1
0
0
50
technician
married
2
false
1,234
true
false
may
2
-1
0
0
54
management
married
3
false
313
true
false
may
2
-1
0
0
55
blue-collar
married
2
false
89
true
false
may
3
-1
0
0
44
blue-collar
married
2
false
129
true
true
may
2
-1
0
0
43
management
married
0
false
0
true
false
may
2
-1
0
0
56
admin.
married
2
false
353
true
false
may
2
-1
0
0
54
technician
married
0
false
851
true
false
may
2
-1
0
0
55
services
divorced
1
false
96
true
true
may
2
-1
0
0
37
services
divorced
2
false
398
true
true
may
2
-1
0
0
33
admin.
single
3
false
193
false
false
may
2
-1
0
0
46
admin.
married
2
false
-358
true
false
may
2
-1
0
0
36
blue-collar
married
2
false
539
true
true
may
2
-1
0
0
51
technician
single
2
false
0
true
false
may
2
-1
0
0
40
retired
single
1
false
0
false
false
may
2
-1
0
0
42
blue-collar
married
2
false
490
true
false
may
2
-1
0
0
51
blue-collar
married
2
false
0
true
false
may
2
-1
0
0
49
blue-collar
married
0
false
403
true
false
may
2
-1
0
0
48
management
married
2
false
161
true
false
may
3
-1
0
0
32
technician
divorced
3
false
2,558
false
false
may
2
-1
0
0
31
admin.
single
2
false
98
true
false
may
2
-1
0
0
55
management
single
3
false
115
false
false
may
4
-1
0
0
40
blue-collar
single
2
false
436
true
false
may
3
-1
0
0
47
technician
married
3
false
831
true
false
may
3
-1
0
0
57
technician
married
0
false
206
true
false
may
3
-1
0
0
41
blue-collar
married
2
false
290
true
false
may
2
-1
0
0
48
blue-collar
married
2
false
1
false
false
may
3
-1
0
0
42
blue-collar
married
0
false
57
true
false
may
2
-1
0
0
30
blue-collar
single
2
false
-457
true
false
may
2
-1
0
0
58
management
single
3
false
1,387
true
false
may
5
-1
0
0
45
management
divorced
3
false
24,598
true
false
may
3
-1
0
0
49
blue-collar
married
2
false
30
true
false
may
4
-1
0
0
42
admin.
single
2
false
1,022
true
false
may
2
-1
0
0
53
technician
married
2
false
56
true
true
may
2
-1
0
0
51
admin.
single
2
true
-2
false
false
may
3
-1
0
0
32
services
single
2
false
121
true
false
may
2
-1
0
0
41
blue-collar
single
2
false
842
true
false
may
3
-1
0
0
43
management
divorced
2
false
693
true
false
may
3
-1
0
0
40
blue-collar
divorced
2
false
-333
true
false
may
2
-1
0
0
50
blue-collar
married
1
false
1,533
true
false
may
2
-1
0
0
34
management
married
3
false
46
true
false
may
4
-1
0
0
53
services
married
0
false
18
false
false
may
2
-1
0
0
45
technician
married
2
false
44
true
false
may
4
-1
0
0
39
blue-collar
married
1
false
-100
true
false
may
2
-1
0
0
44
services
married
3
false
510
true
false
may
4
-1
0
0
55
management
married
3
false
685
true
false
may
3
-1
0
0
46
management
single
3
false
187
true
false
may
2
-1
0
0
45
blue-collar
married
2
false
66
true
false
may
2
-1
0
0
34
admin.
married
2
false
560
true
false
may
3
-1
0
0
36
blue-collar
married
2
false
0
true
false
may
2
-1
0
0
59
unknown
divorced
0
false
27
false
false
may
3
-1
0
0
31
admin.
single
2
false
12
true
false
may
2
-1
0
0
44
blue-collar
single
2
false
34
true
false
may
4
-1
0
0
33
entrepreneur
single
3
false
1,068
true
false
may
2
-1
0
0
40
blue-collar
married
2
false
211
true
false
may
4
-1
0
0
46
admin.
single
3
false
377
true
false
may
2
-1
0
0
48
management
married
3
false
263
true
false
may
2
-1
0
0
42
services
married
2
false
1,263
true
false
may
2
-1
0
0
27
services
married
2
false
8
true
false
may
3
-1
0
0
48
admin.
married
2
false
126
true
true
may
2
-1
0
0
59
admin.
married
2
false
230
true
false
may
3
-1
0
0
46
technician
married
3
false
841
true
false
may
1
-1
0
0
38
admin.
divorced
2
false
308
true
false
may
1
-1
0
0
43
management
divorced
3
false
1
true
false
may
1
-1
0
0
38
admin.
divorced
3
false
86
true
false
may
1
-1
0
0
23
student
single
2
false
157
true
false
may
1
-1
0
0
34
services
married
2
false
22
true
false
may
1
-1
0
0
38
admin.
married
2
false
46
true
true
may
1
-1
0
0
37
blue-collar
married
2
false
1,293
false
false
may
1
-1
0
0
25
admin.
single
2
false
122
true
false
may
1
-1
0
0
48
blue-collar
married
0
false
131
true
false
may
1
-1
0
0
49
blue-collar
single
2
false
143
true
false
may
1
-1
0
0
38
admin.
single
2
false
393
false
false
may
2
-1
0
0
43
blue-collar
married
1
false
98
true
false
may
1
-1
0
0
33
management
married
3
false
0
true
false
may
1
-1
0
0
55
blue-collar
married
2
false
224
true
false
may
1
-1
0
0
38
blue-collar
married
2
false
757
true
false
may
1
-1
0
0
49
services
married
2
false
245
true
true
may
1
-1
0
0
40
management
married
2
false
8,486
false
false
may
3
-1
0
0
43
admin.
married
0
false
350
false
false
may
1
-1
0
0
38
blue-collar
married
2
false
20
true
false
may
1
-1
0
0
58
services
married
2
false
1,667
true
true
may
1
-1
0
0
57
technician
married
0
false
345
true
false
may
1
-1
0
0
32
unemployed
married
2
false
10
true
false
may
4
-1
0
0
56
management
married
3
false
830
true
true
may
1
-1
0
1
58
blue-collar
divorced
0
false
29
true
false
may
1
-1
0
0
60
retired
divorced
2
false
545
true
false
may
1
-1
0
1
37
technician
married
3
false
8,730
true
false
may
1
-1
0
0
46
technician
divorced
3
false
477
true
false
may
1
-1
0
0
27
admin.
married
2
false
4
true
false
may
1
-1
0
0
43
blue-collar
married
2
false
1,205
true
false
may
2
-1
0
0
32
technician
single
2
false
0
true
true
may
3
-1
0
0
40
admin.
single
2
false
263
true
false
may
1
-1
0
0
38
admin.
married
2
false
1
false
false
may
1
-1
0
0
34
blue-collar
married
2
false
283
false
true
may
1
-1
0
0
47
blue-collar
married
1
false
206
true
false
may
1
-1
0
0