age
int64
19
87
job
stringclasses
12 values
marital
stringclasses
3 values
education
stringclasses
4 values
default
stringclasses
2 values
balance
int64
-3,313
71.2k
housing
stringclasses
2 values
loan
stringclasses
2 values
contact
stringclasses
3 values
day
int64
1
31
month
stringclasses
12 values
duration
int64
4
3.03k
campaign
int64
1
50
pdays
int64
-1
871
previous
int64
0
25
poutcome
stringclasses
4 values
y
class label
2 classes
32
management
single
tertiary
no
12,607
no
no
cellular
14
aug
203
5
84
1
failure
0no
58
admin.
married
secondary
no
2
yes
yes
telephone
25
jul
282
9
-1
0
unknown
0no
31
management
married
tertiary
no
13
no
no
cellular
28
aug
110
5
-1
0
unknown
0no
19
student
single
primary
no
103
no
no
cellular
10
jul
104
2
-1
0
unknown
1yes
41
management
married
tertiary
no
3,872
no
no
cellular
15
oct
231
1
-1
0
unknown
0no
31
unemployed
married
secondary
no
296
yes
no
unknown
20
may
378
3
-1
0
unknown
0no
52
self-employed
single
primary
no
217
no
yes
cellular
15
jul
193
6
-1
0
unknown
0no
42
self-employed
divorced
tertiary
no
360
yes
no
unknown
24
jun
110
5
-1
0
unknown
0no
41
blue-collar
single
secondary
no
428
yes
no
cellular
12
may
92
1
-1
0
unknown
0no
30
blue-collar
single
secondary
no
315
no
no
cellular
23
jun
1,407
1
-1
0
unknown
1yes
38
blue-collar
married
secondary
no
121
yes
yes
cellular
6
feb
168
1
212
2
failure
0no
32
management
married
tertiary
no
820
yes
no
cellular
17
jul
738
3
-1
0
unknown
0no
52
technician
married
secondary
no
195
yes
no
cellular
18
feb
220
1
63
5
failure
1yes
48
management
divorced
tertiary
no
108
yes
no
unknown
27
may
89
2
-1
0
unknown
0no
36
management
married
tertiary
no
-381
yes
no
cellular
31
jul
30
29
-1
0
unknown
0no
45
unemployed
divorced
primary
no
757
no
no
cellular
20
apr
103
1
325
4
failure
0no
34
technician
married
tertiary
no
691
yes
yes
unknown
2
jun
70
1
-1
0
unknown
0no
36
blue-collar
married
primary
no
1,925
yes
no
cellular
20
apr
904
2
-1
0
unknown
1yes
34
management
married
tertiary
no
902
yes
no
cellular
14
may
159
1
367
2
other
0no
61
retired
married
secondary
no
5,207
no
no
cellular
11
sep
336
1
81
2
other
0no
54
services
married
secondary
no
0
no
no
unknown
19
jun
220
1
-1
0
unknown
0no
50
entrepreneur
married
secondary
no
665
no
no
telephone
17
nov
238
1
-1
0
unknown
0no
43
admin.
divorced
secondary
no
738
yes
no
cellular
21
nov
585
4
191
4
failure
0no
47
blue-collar
married
primary
no
233
no
no
cellular
8
aug
293
3
-1
0
unknown
0no
45
services
married
secondary
no
-839
yes
no
unknown
28
may
68
1
-1
0
unknown
0no
57
retired
married
primary
no
5,799
no
no
unknown
17
jun
97
1
-1
0
unknown
0no
27
admin.
married
secondary
no
1,033
yes
no
unknown
9
may
1,713
1
-1
0
unknown
0no
49
unemployed
divorced
secondary
no
66
no
no
cellular
9
jul
218
3
-1
0
unknown
0no
43
services
married
primary
no
2,567
yes
no
cellular
14
may
109
1
360
2
failure
0no
40
management
married
tertiary
no
1,584
yes
no
telephone
21
nov
661
1
-1
0
unknown
0no
32
services
single
secondary
no
182
yes
no
cellular
6
may
145
1
-1
0
unknown
0no
58
management
married
primary
no
76
yes
no
telephone
18
may
54
4
-1
0
unknown
0no
34
admin.
single
secondary
no
663
yes
no
cellular
20
apr
111
1
-1
0
unknown
0no
46
technician
divorced
secondary
no
3,455
yes
no
unknown
14
may
566
2
-1
0
unknown
0no
29
blue-collar
married
secondary
no
15
no
no
cellular
3
jun
136
1
-1
0
unknown
0no
52
blue-collar
married
primary
no
1,054
no
no
cellular
4
aug
273
1
-1
0
unknown
0no
45
management
married
tertiary
no
1,529
no
no
cellular
30
jun
160
1
-1
0
unknown
0no
26
management
single
secondary
no
63
no
no
cellular
28
jul
76
4
-1
0
unknown
0no
40
technician
married
tertiary
no
0
no
no
cellular
19
aug
44
1
-1
0
unknown
0no
41
admin.
married
secondary
no
920
yes
yes
unknown
27
may
239
1
-1
0
unknown
0no
47
admin.
single
secondary
no
3,696
no
no
cellular
12
jul
250
2
181
4
success
1yes
27
technician
single
unknown
no
59
no
no
cellular
15
jul
792
4
-1
0
unknown
0no
27
services
married
secondary
no
0
yes
no
cellular
23
jul
198
13
-1
0
unknown
0no
48
blue-collar
married
secondary
no
157
yes
no
unknown
6
may
73
1
-1
0
unknown
0no
49
admin.
married
secondary
no
2,465
no
no
cellular
20
aug
157
3
-1
0
unknown
0no
35
blue-collar
married
primary
no
0
yes
no
cellular
24
jul
90
6
-1
0
unknown
0no
47
self-employed
married
secondary
yes
2
no
no
cellular
5
feb
236
2
-1
0
unknown
0no
54
management
married
tertiary
no
0
no
no
cellular
16
jul
118
5
-1
0
unknown
0no
39
management
single
tertiary
no
12,437
no
no
telephone
18
nov
40
1
-1
0
unknown
0no
28
student
single
secondary
no
378
yes
no
cellular
17
apr
346
1
-1
0
unknown
0no
54
blue-collar
married
primary
no
211
no
no
unknown
19
jun
200
2
-1
0
unknown
0no
34
technician
married
secondary
no
-228
yes
no
cellular
20
apr
187
3
332
3
other
0no
63
retired
married
secondary
no
2,747
no
no
cellular
11
sep
113
1
80
1
failure
0no
42
self-employed
married
tertiary
no
1,932
yes
no
unknown
16
may
192
32
-1
0
unknown
0no
43
technician
single
secondary
no
11,269
no
no
unknown
29
may
92
1
-1
0
unknown
0no
37
admin.
married
secondary
no
1,314
yes
no
cellular
8
may
682
2
85
7
success
0no
55
blue-collar
married
primary
no
2,275
no
no
cellular
25
aug
139
9
-1
0
unknown
0no
43
management
single
tertiary
no
1,304
no
no
cellular
6
aug
501
2
-1
0
unknown
1yes
41
blue-collar
married
secondary
yes
720
no
yes
cellular
24
jul
651
1
-1
0
unknown
1yes
47
technician
divorced
secondary
no
2,914
yes
no
cellular
18
aug
405
13
-1
0
unknown
0no
34
technician
married
secondary
no
1,464
yes
no
unknown
23
may
350
1
-1
0
unknown
0no
28
student
single
secondary
no
11,555
no
no
cellular
8
apr
125
2
-1
0
unknown
0no
36
services
married
secondary
no
-302
yes
no
cellular
13
may
36
2
-1
0
unknown
0no
50
technician
married
secondary
no
2,497
yes
no
cellular
21
nov
35
1
176
1
failure
0no
35
blue-collar
married
secondary
no
-339
yes
no
unknown
8
may
389
2
-1
0
unknown
0no
40
technician
married
secondary
no
56
yes
yes
cellular
29
jan
194
1
247
1
failure
0no
26
self-employed
single
tertiary
no
211
no
no
cellular
29
jan
168
3
-1
0
unknown
0no
36
management
divorced
tertiary
no
3,611
yes
no
unknown
4
jun
347
3
-1
0
unknown
0no
59
unemployed
married
primary
no
0
no
no
cellular
30
jan
3,025
2
-1
0
unknown
0no
28
student
single
secondary
no
459
no
no
cellular
16
mar
83
13
-1
0
unknown
0no
46
entrepreneur
married
unknown
no
242
yes
no
unknown
9
may
332
2
-1
0
unknown
0no
50
self-employed
married
secondary
no
1,138
no
no
cellular
14
aug
219
10
-1
0
unknown
0no
53
management
married
tertiary
no
1,319
yes
no
cellular
16
apr
427
1
150
1
failure
0no
81
retired
married
secondary
no
1
no
no
cellular
19
aug
65
5
-1
0
unknown
0no
35
services
divorced
secondary
no
67
yes
no
cellular
5
may
192
2
-1
0
unknown
0no
58
retired
married
unknown
no
937
no
no
cellular
5
aug
155
1
-1
0
unknown
0no
44
services
married
secondary
no
0
yes
yes
cellular
11
may
161
1
-1
0
unknown
0no
38
management
married
tertiary
no
-558
yes
no
cellular
21
jul
533
1
-1
0
unknown
0no
49
blue-collar
married
secondary
no
171
no
no
cellular
4
feb
19
3
175
2
other
0no
33
technician
single
tertiary
no
696
no
yes
cellular
5
feb
193
1
176
8
failure
0no
29
management
married
tertiary
no
361
yes
yes
cellular
28
jul
819
3
-1
0
unknown
0no
28
technician
single
secondary
no
227
no
no
cellular
30
apr
278
1
-1
0
unknown
1yes
31
admin.
married
secondary
no
236
yes
yes
telephone
4
may
211
3
-1
0
unknown
0no
33
management
single
tertiary
no
-53
no
no
cellular
29
jan
617
2
-1
0
unknown
0no
52
technician
married
secondary
no
192
yes
no
cellular
23
jul
61
2
-1
0
unknown
0no
43
management
divorced
tertiary
no
38
yes
no
cellular
25
jul
197
6
-1
0
unknown
0no
32
self-employed
single
secondary
no
518
yes
no
cellular
18
may
34
7
-1
0
unknown
0no
36
self-employed
married
tertiary
no
16
yes
yes
cellular
18
jul
95
4
-1
0
unknown
0no
41
blue-collar
married
secondary
no
-256
yes
no
unknown
3
jun
147
2
-1
0
unknown
0no
43
blue-collar
married
secondary
no
105
no
yes
cellular
4
jul
668
2
-1
0
unknown
0no
45
self-employed
married
tertiary
no
334
no
no
unknown
5
jun
87
2
-1
0
unknown
0no
39
technician
married
secondary
no
1,048
no
yes
cellular
21
jul
405
1
-1
0
unknown
0no
41
services
married
secondary
no
108
yes
yes
unknown
13
may
83
7
-1
0
unknown
0no
31
technician
married
secondary
no
660
no
no
cellular
22
jun
115
1
-1
0
unknown
0no
37
unemployed
single
tertiary
yes
0
yes
no
cellular
10
jul
108
1
-1
0
unknown
0no
28
entrepreneur
married
unknown
no
1,034
no
no
cellular
29
jan
113
1
-1
0
unknown
0no
47
housemaid
married
primary
no
201
yes
no
cellular
7
aug
58
2
382
1
failure
0no
37
housemaid
married
primary
no
189
no
no
cellular
8
aug
148
4
-1
0
unknown
0no
60
retired
divorced
unknown
no
-49
yes
no
cellular
29
jan
188
1
261
2
failure
0no
43
technician
divorced
secondary
no
1,413
yes
no
telephone
28
jul
75
3
-1
0
unknown
0no