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
35
technician
married
secondary
no
2
no
no
telephone
28
jan
653
3
-1
0
unknown
0no
44
management
married
unknown
no
415
yes
no
telephone
14
may
7
7
-1
0
unknown
0no
48
management
divorced
tertiary
no
507
yes
no
cellular
9
apr
528
1
-1
0
unknown
0no
29
blue-collar
married
secondary
no
912
yes
no
cellular
13
may
785
1
-1
0
unknown
0no
50
management
married
tertiary
no
0
no
no
cellular
9
jul
243
5
-1
0
unknown
0no
37
blue-collar
married
primary
no
37
yes
no
cellular
13
may
24
2
362
1
other
0no
44
admin.
single
secondary
no
2,524
no
no
unknown
19
jun
82
1
-1
0
unknown
0no
36
unemployed
single
tertiary
no
9,019
yes
no
unknown
11
jun
952
3
-1
0
unknown
0no
49
blue-collar
divorced
unknown
no
39
yes
no
cellular
13
may
27
5
-1
0
unknown
0no
31
blue-collar
married
secondary
no
0
yes
no
unknown
5
may
143
1
-1
0
unknown
0no
49
technician
divorced
secondary
no
265
yes
no
unknown
12
may
274
6
-1
0
unknown
0no
35
blue-collar
single
secondary
no
0
yes
no
cellular
16
apr
1,174
1
345
4
other
1yes
57
admin.
divorced
unknown
no
4,012
no
no
cellular
20
nov
915
1
-1
0
unknown
0no
42
blue-collar
married
primary
no
1,520
yes
no
cellular
5
feb
115
1
-1
0
unknown
0no
36
blue-collar
divorced
secondary
no
-140
yes
no
unknown
26
may
222
2
-1
0
unknown
0no
75
retired
divorced
primary
no
852
no
no
cellular
15
mar
341
1
-1
0
unknown
0no
38
blue-collar
single
secondary
no
578
yes
no
unknown
21
may
112
2
-1
0
unknown
0no
40
blue-collar
married
primary
yes
0
yes
no
unknown
6
may
64
2
-1
0
unknown
0no
38
services
single
secondary
no
2,253
yes
no
cellular
13
may
937
3
-1
0
unknown
1yes
34
management
single
tertiary
no
1,171
yes
no
cellular
10
jul
129
1
-1
0
unknown
0no
29
technician
single
tertiary
no
452
yes
no
cellular
11
may
59
1
-1
0
unknown
0no
28
admin.
married
secondary
no
-97
yes
no
cellular
29
jan
79
1
225
2
success
0no
79
retired
married
secondary
no
4,738
no
no
telephone
9
jul
151
5
-1
0
unknown
0no
51
admin.
divorced
secondary
no
467
yes
no
unknown
19
may
83
1
-1
0
unknown
0no
32
student
single
tertiary
no
0
no
no
cellular
6
aug
101
5
3
6
other
0no
36
management
married
tertiary
no
495
no
no
cellular
5
aug
157
3
97
2
success
1yes
38
entrepreneur
married
secondary
no
157
no
yes
cellular
15
may
57
11
366
1
other
0no
49
self-employed
married
secondary
no
358
yes
yes
unknown
13
may
176
3
-1
0
unknown
0no
42
services
married
secondary
no
292
yes
no
cellular
11
may
222
3
-1
0
unknown
0no
43
blue-collar
married
primary
no
7,343
yes
no
unknown
2
jun
217
4
-1
0
unknown
0no
34
blue-collar
married
secondary
no
-563
yes
no
unknown
26
may
252
1
-1
0
unknown
0no
59
retired
single
secondary
no
351
yes
no
unknown
27
may
1,063
5
-1
0
unknown
1yes
35
unknown
married
primary
no
365
no
no
cellular
29
aug
41
2
-1
0
unknown
0no
33
blue-collar
single
secondary
no
13,494
yes
no
unknown
20
jun
27
25
-1
0
unknown
0no
34
admin.
single
secondary
no
846
yes
no
cellular
17
apr
758
2
-1
0
unknown
0no
64
retired
married
secondary
no
1,574
no
no
telephone
29
jul
301
3
-1
0
unknown
1yes
34
entrepreneur
married
tertiary
no
-28
yes
no
cellular
16
jul
574
1
-1
0
unknown
0no
77
retired
married
tertiary
no
0
no
no
cellular
16
oct
847
1
60
1
success
1yes
57
retired
married
primary
no
2,927
no
yes
telephone
30
jul
78
5
-1
0
unknown
0no
30
blue-collar
married
secondary
no
501
yes
yes
unknown
27
may
514
1
-1
0
unknown
0no
56
housemaid
divorced
primary
yes
1,238
no
no
unknown
5
jun
1,558
1
-1
0
unknown
1yes
49
unknown
married
unknown
no
301
no
no
cellular
14
aug
789
2
-1
0
unknown
0no
73
retired
married
primary
no
1,388
no
no
cellular
20
jul
146
3
190
3
success
0no
39
technician
single
secondary
no
102
yes
no
cellular
14
aug
272
2
-1
0
unknown
0no
57
technician
divorced
primary
no
13
yes
no
cellular
8
may
323
2
368
2
failure
0no
32
self-employed
married
secondary
no
413
yes
no
cellular
11
jul
712
2
-1
0
unknown
0no
32
technician
single
tertiary
no
4,665
yes
no
unknown
21
may
860
2
-1
0
unknown
1yes
45
admin.
married
secondary
no
638
yes
no
cellular
20
aug
75
9
-1
0
unknown
0no
32
blue-collar
married
secondary
no
101
yes
no
unknown
19
may
191
4
-1
0
unknown
0no
31
management
married
tertiary
no
1,224
yes
yes
cellular
24
jul
1,441
2
-1
0
unknown
1yes
49
self-employed
married
secondary
no
1,103
no
no
cellular
12
aug
428
2
-1
0
unknown
0no
29
services
married
secondary
no
3,748
no
no
cellular
28
may
322
3
-1
0
unknown
0no
55
technician
married
secondary
no
955
yes
no
cellular
29
jan
104
1
-1
0
unknown
0no
30
admin.
married
secondary
no
518
yes
no
cellular
8
may
127
1
-1
0
unknown
0no
45
services
single
primary
no
1,893
yes
no
unknown
3
jun
1,259
6
-1
0
unknown
1yes
39
technician
married
tertiary
no
14
no
no
cellular
28
jan
114
2
-1
0
unknown
0no
36
admin.
married
secondary
no
-423
yes
yes
unknown
13
may
106
1
-1
0
unknown
0no
33
management
married
tertiary
no
3,696
no
no
cellular
19
nov
305
1
182
3
failure
0no
36
management
married
tertiary
no
2,987
yes
no
cellular
12
aug
307
1
-1
0
unknown
1yes
31
technician
single
secondary
no
433
no
no
cellular
11
aug
1,504
2
-1
0
unknown
0no
36
technician
married
unknown
no
756
no
no
cellular
11
jul
396
3
-1
0
unknown
0no
38
technician
single
tertiary
no
0
yes
no
cellular
1
jun
71
1
-1
0
unknown
0no
33
unknown
married
secondary
no
2,727
no
no
cellular
6
aug
205
3
-1
0
unknown
0no
40
technician
married
secondary
no
93
yes
no
unknown
13
may
134
2
-1
0
unknown
0no
31
blue-collar
married
secondary
no
1,766
no
yes
cellular
5
jun
166
2
-1
0
unknown
1yes
39
services
married
secondary
no
124
yes
no
cellular
31
jul
81
5
-1
0
unknown
0no
33
admin.
married
tertiary
no
69
no
yes
cellular
4
may
77
2
-1
0
unknown
0no
53
services
divorced
secondary
no
0
no
no
cellular
12
mar
80
2
-1
0
unknown
1yes
38
management
married
tertiary
no
0
yes
no
cellular
13
may
537
5
303
2
failure
0no
59
technician
married
secondary
no
259
no
no
cellular
15
jun
415
1
89
1
success
1yes
55
blue-collar
married
primary
no
4,103
no
no
cellular
19
nov
291
1
-1
0
unknown
0no
38
technician
single
tertiary
no
744
yes
no
cellular
14
may
283
1
288
12
other
0no
48
services
married
secondary
no
116
yes
no
telephone
20
apr
70
4
-1
0
unknown
0no
53
blue-collar
married
secondary
no
70
yes
no
unknown
5
may
611
2
-1
0
unknown
0no
44
admin.
divorced
secondary
no
432
no
no
cellular
9
feb
132
3
-1
0
unknown
0no
57
management
married
tertiary
no
1,172
no
no
unknown
18
jun
26
1
-1
0
unknown
0no
29
blue-collar
single
secondary
no
9
yes
no
cellular
11
may
262
3
-1
0
unknown
0no
31
services
married
secondary
no
428
yes
no
unknown
21
may
272
1
-1
0
unknown
0no
35
technician
single
tertiary
no
7,546
yes
no
cellular
28
dec
137
1
122
3
failure
0no
31
blue-collar
married
primary
no
620
no
no
cellular
30
mar
95
1
-1
0
unknown
0no
35
self-employed
married
tertiary
no
8,647
no
no
cellular
19
nov
140
2
-1
0
unknown
0no
40
management
single
secondary
no
192
yes
no
unknown
16
may
71
11
-1
0
unknown
0no
39
blue-collar
married
secondary
no
0
yes
no
cellular
7
may
502
1
7
2
failure
0no
43
technician
single
tertiary
no
27,733
yes
no
unknown
3
jun
164
7
-1
0
unknown
0no
44
entrepreneur
married
primary
no
276
yes
yes
unknown
15
may
219
1
-1
0
unknown
0no
29
technician
single
secondary
no
113
no
no
cellular
12
feb
328
2
183
4
success
1yes
40
technician
married
secondary
no
782
yes
no
unknown
14
may
224
2
-1
0
unknown
0no
33
entrepreneur
married
primary
no
82
yes
no
cellular
18
nov
63
2
-1
0
unknown
0no
46
management
married
tertiary
no
1,008
no
no
cellular
29
aug
24
13
-1
0
unknown
0no
27
unknown
single
tertiary
no
6,421
no
no
telephone
28
jan
147
4
-1
0
unknown
0no
26
admin.
single
secondary
no
443
no
no
cellular
30
jul
84
3
-1
0
unknown
0no
41
technician
married
secondary
no
351
yes
no
cellular
9
jul
175
1
-1
0
unknown
0no
34
technician
married
tertiary
no
5,060
yes
no
cellular
21
aug
12
21
-1
0
unknown
0no
39
technician
single
tertiary
no
-41
no
yes
cellular
25
aug
40
15
-1
0
unknown
0no
27
services
single
secondary
no
-124
no
no
cellular
18
jul
217
1
-1
0
unknown
0no
31
blue-collar
married
secondary
no
79
yes
yes
cellular
23
jul
235
11
-1
0
unknown
0no
44
unemployed
single
secondary
no
3,945
no
no
cellular
28
jan
255
1
-1
0
unknown
0no
55
retired
married
tertiary
no
197
no
yes
cellular
8
jul
256
1
-1
0
unknown
0no
51
blue-collar
divorced
primary
no
837
no
no
telephone
30
jul
41
2
-1
0
unknown
0no
50
management
married
tertiary
no
-94
no
yes
unknown
25
jun
75
1
-1
0
unknown
0no