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
53
admin.
divorced
secondary
no
26
yes
no
cellular
7
may
56
1
359
1
failure
0no
36
technician
married
secondary
no
191
no
no
cellular
31
aug
69
1
-1
0
unknown
0no
58
technician
divorced
secondary
no
-123
no
no
cellular
5
aug
131
2
-1
0
unknown
0no
26
student
single
secondary
no
-147
no
no
unknown
4
jun
95
2
-1
0
unknown
0no
34
technician
single
secondary
no
179
no
no
cellular
19
aug
294
3
-1
0
unknown
0no
55
blue-collar
married
primary
no
1,086
yes
no
cellular
6
may
146
1
272
2
failure
0no
55
blue-collar
married
secondary
no
471
yes
no
unknown
30
may
58
2
-1
0
unknown
0no
34
entrepreneur
married
tertiary
no
105
yes
no
unknown
28
may
249
2
-1
0
unknown
0no
41
entrepreneur
divorced
secondary
no
1,588
yes
yes
unknown
20
jun
10
8
-1
0
unknown
0no
38
housemaid
divorced
secondary
no
70
no
no
cellular
27
oct
255
3
148
1
success
1yes
28
blue-collar
single
secondary
no
2,700
no
no
cellular
3
feb
337
4
-1
0
unknown
0no
41
technician
married
secondary
no
1,602
yes
no
cellular
2
jun
142
1
-1
0
unknown
0no
30
admin.
married
tertiary
no
0
yes
no
cellular
24
jul
209
2
-1
0
unknown
0no
39
technician
married
unknown
no
839
no
no
unknown
30
may
825
2
-1
0
unknown
0no
41
admin.
married
secondary
no
21,515
yes
no
unknown
5
jun
87
1
-1
0
unknown
0no
36
technician
married
secondary
no
5,902
yes
no
unknown
23
may
219
4
-1
0
unknown
0no
37
management
married
tertiary
no
547
yes
yes
unknown
21
may
143
1
-1
0
unknown
0no
59
self-employed
married
tertiary
no
3,800
no
yes
cellular
9
jul
70
1
-1
0
unknown
0no
26
technician
single
secondary
no
261
yes
no
unknown
27
may
371
2
-1
0
unknown
0no
43
technician
married
secondary
no
0
yes
yes
cellular
4
feb
539
8
204
5
failure
0no
42
management
married
secondary
yes
-34
no
no
cellular
5
feb
176
1
-1
0
unknown
0no
46
blue-collar
married
unknown
no
9,328
yes
no
cellular
5
may
725
3
-1
0
unknown
1yes
31
admin.
married
secondary
no
5
yes
yes
cellular
16
jul
101
7
-1
0
unknown
0no
43
unemployed
married
secondary
no
3,529
no
no
cellular
5
feb
169
2
-1
0
unknown
0no
48
blue-collar
single
tertiary
no
2,330
yes
no
unknown
4
jun
15
1
-1
0
unknown
0no
41
blue-collar
married
secondary
no
1,334
yes
no
cellular
20
apr
234
5
-1
0
unknown
0no
32
self-employed
married
tertiary
no
3,601
no
no
cellular
22
aug
171
15
-1
0
unknown
0no
45
technician
married
tertiary
no
265
no
no
cellular
28
aug
14
3
-1
0
unknown
0no
52
admin.
single
unknown
no
2,227
no
no
cellular
24
feb
242
2
-1
0
unknown
1yes
37
self-employed
married
secondary
no
487
no
yes
cellular
27
aug
155
15
-1
0
unknown
0no
38
blue-collar
divorced
secondary
no
0
yes
no
cellular
11
may
580
1
173
1
failure
0no
36
services
single
secondary
no
174
yes
no
unknown
7
may
223
2
-1
0
unknown
0no
58
retired
married
secondary
no
14,412
no
no
cellular
18
nov
297
1
-1
0
unknown
0no
37
management
married
tertiary
no
3,288
no
no
cellular
8
aug
124
2
-1
0
unknown
0no
30
technician
single
secondary
no
57
no
no
cellular
2
feb
465
2
-1
0
unknown
0no
47
technician
married
secondary
no
2,246
yes
no
cellular
10
jul
330
1
-1
0
unknown
0no
40
technician
married
secondary
no
4,441
yes
no
cellular
20
nov
153
2
183
2
failure
0no
42
management
divorced
tertiary
no
0
no
no
unknown
19
may
131
2
-1
0
unknown
0no
71
unknown
married
tertiary
no
353
no
no
cellular
27
jan
208
1
93
2
failure
0no
54
blue-collar
married
secondary
no
448
yes
yes
cellular
5
aug
98
1
-1
0
unknown
0no
53
entrepreneur
married
primary
no
27
yes
no
telephone
10
sep
230
3
-1
0
unknown
1yes
33
blue-collar
divorced
secondary
no
474
no
no
cellular
22
jul
400
2
-1
0
unknown
0no
30
technician
single
tertiary
no
1,185
yes
no
cellular
30
apr
284
1
339
1
failure
0no
39
services
divorced
secondary
no
282
yes
no
cellular
17
jul
243
1
-1
0
unknown
0no
32
blue-collar
married
secondary
no
2
yes
no
cellular
15
may
16
9
309
1
failure
0no
34
technician
single
secondary
no
60
no
no
cellular
7
aug
274
2
-1
0
unknown
0no
39
self-employed
single
tertiary
no
3,972
no
no
cellular
30
jul
122
3
-1
0
unknown
0no
75
retired
married
secondary
no
26,452
no
no
telephone
15
jul
219
2
-1
0
unknown
0no
33
admin.
divorced
secondary
no
818
yes
yes
cellular
16
apr
301
3
-1
0
unknown
0no
40
services
married
secondary
no
9,374
yes
no
cellular
21
nov
7
8
185
1
failure
0no
37
technician
married
unknown
no
47
no
no
unknown
19
jun
374
3
-1
0
unknown
0no
69
retired
married
primary
no
279
no
no
telephone
12
aug
26
1
-1
0
unknown
0no
52
unemployed
married
primary
no
20
yes
no
telephone
28
jan
172
1
-1
0
unknown
0no
31
admin.
divorced
secondary
no
360
no
no
cellular
15
may
332
1
297
2
other
0no
28
technician
single
secondary
no
1,532
no
no
cellular
22
may
253
1
107
5
failure
0no
29
management
single
tertiary
no
1,673
no
no
cellular
16
aug
200
2
159
3
other
0no
46
services
married
secondary
no
2,420
no
no
cellular
19
nov
405
2
-1
0
unknown
0no
28
blue-collar
married
secondary
no
100
yes
yes
unknown
27
may
132
2
-1
0
unknown
0no
41
admin.
married
secondary
no
0
no
no
unknown
20
jun
89
1
-1
0
unknown
0no
42
technician
divorced
secondary
no
1,533
no
yes
cellular
5
aug
86
1
-1
0
unknown
0no
34
admin.
single
secondary
no
296
no
no
cellular
7
jul
147
4
-1
0
unknown
0no
28
blue-collar
married
secondary
no
2,788
yes
no
unknown
6
jun
369
2
-1
0
unknown
1yes
43
management
single
secondary
no
109
yes
no
unknown
27
may
64
3
-1
0
unknown
0no
32
technician
married
secondary
no
485
no
no
cellular
26
aug
98
14
-1
0
unknown
0no
33
technician
single
tertiary
no
125
no
no
telephone
29
aug
66
2
-1
0
unknown
0no
70
retired
married
secondary
no
616
no
no
cellular
27
apr
149
2
182
1
failure
0no
36
services
married
secondary
no
3,064
yes
no
telephone
26
aug
240
3
107
4
failure
0no
53
technician
married
secondary
no
206
no
no
cellular
26
aug
87
6
-1
0
unknown
0no
30
blue-collar
single
secondary
no
6,900
no
no
cellular
21
nov
816
1
-1
0
unknown
0no
45
services
divorced
secondary
no
-179
no
no
unknown
3
jul
155
2
-1
0
unknown
0no
31
services
single
secondary
no
481
yes
no
cellular
20
nov
106
2
183
2
failure
0no
28
admin.
married
secondary
no
12
yes
no
cellular
30
jan
73
3
256
3
other
0no
45
blue-collar
married
primary
no
0
no
no
unknown
23
may
574
5
-1
0
unknown
0no
51
management
married
tertiary
no
176
yes
yes
unknown
1
jun
8
1
687
2
failure
0no
53
management
married
primary
no
4,086
no
no
unknown
20
jun
14
3
-1
0
unknown
0no
40
technician
married
secondary
no
257
yes
no
unknown
16
may
731
4
-1
0
unknown
0no
53
blue-collar
married
primary
no
53
yes
no
cellular
7
apr
208
1
140
1
failure
0no
31
blue-collar
divorced
secondary
no
6
yes
no
cellular
29
jan
821
1
-1
0
unknown
0no
30
management
married
tertiary
no
562
no
no
cellular
21
aug
137
4
-1
0
unknown
0no
53
entrepreneur
married
secondary
no
-118
yes
no
unknown
9
may
101
3
-1
0
unknown
0no
40
blue-collar
married
primary
no
2,805
yes
no
cellular
14
may
173
6
353
23
failure
0no
26
management
single
secondary
no
565
yes
no
unknown
6
jun
582
11
-1
0
unknown
0no
47
blue-collar
married
secondary
no
0
yes
no
cellular
21
jul
676
1
-1
0
unknown
0no
51
management
married
tertiary
no
1,612
no
no
cellular
16
mar
384
1
182
5
failure
0no
45
unemployed
married
primary
no
180
yes
yes
unknown
27
may
62
2
-1
0
unknown
0no
35
management
married
tertiary
no
0
yes
no
cellular
21
jul
295
3
-1
0
unknown
0no
36
management
single
tertiary
no
876
yes
no
unknown
23
may
241
2
-1
0
unknown
0no
57
admin.
married
secondary
no
2,137
no
no
telephone
8
jul
132
7
-1
0
unknown
0no
42
blue-collar
married
primary
no
260
yes
no
telephone
31
jul
175
2
-1
0
unknown
0no
32
blue-collar
married
secondary
yes
-53
yes
no
cellular
16
apr
648
1
272
1
other
1yes
30
management
married
tertiary
no
944
no
no
cellular
29
oct
251
2
-1
0
unknown
1yes
36
technician
married
secondary
no
2,394
no
no
cellular
14
aug
184
2
-1
0
unknown
0no
43
technician
married
secondary
no
297
yes
no
cellular
14
oct
119
3
-1
0
unknown
0no
69
retired
single
tertiary
no
2,144
no
no
cellular
29
jul
417
1
184
4
success
1yes
31
technician
single
tertiary
no
969
no
no
cellular
15
jun
95
1
-1
0
unknown
0no
35
technician
married
secondary
no
0
no
no
cellular
14
jul
125
2
-1
0
unknown
0no
26
entrepreneur
married
tertiary
no
37
yes
yes
cellular
6
may
207
1
363
2
failure
0no
46
technician
married
secondary
no
410
no
yes
cellular
21
nov
162
5
-1
0
unknown
0no
30
technician
married
secondary
no
1,211
yes
no
cellular
18
may
176
1
-1
0
unknown
0no
33
management
single
tertiary
no
71
no
no
cellular
22
aug
107
6
-1
0
unknown
0no