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
13
no
no
cellular
22
aug
94
2
-1
0
unknown
0no
57
services
divorced
secondary
no
14
no
yes
cellular
22
jul
445
2
-1
0
unknown
0no
28
technician
single
secondary
no
769
yes
no
cellular
15
may
153
1
371
2
failure
0no
43
admin.
married
unknown
no
3,485
no
no
unknown
18
jun
113
1
-1
0
unknown
0no
57
management
married
secondary
no
139
no
no
cellular
17
aug
80
1
-1
0
unknown
0no
34
services
divorced
secondary
no
202
yes
no
unknown
15
may
318
1
-1
0
unknown
0no
36
technician
married
tertiary
no
6
yes
no
cellular
27
jan
100
1
435
1
failure
0no
47
management
divorced
tertiary
no
2,515
no
no
unknown
20
jun
40
3
-1
0
unknown
0no
36
management
divorced
tertiary
no
5,195
yes
no
unknown
2
jun
55
25
-1
0
unknown
0no
33
management
married
tertiary
no
2,098
no
no
cellular
20
nov
67
1
-1
0
unknown
0no
57
management
married
tertiary
no
320
no
no
cellular
7
aug
76
2
-1
0
unknown
0no
57
management
married
tertiary
no
3,431
yes
no
unknown
16
may
73
1
-1
0
unknown
0no
34
admin.
married
secondary
no
50
yes
no
unknown
20
may
89
2
-1
0
unknown
0no
51
housemaid
divorced
tertiary
no
370
yes
no
cellular
19
aug
109
3
-1
0
unknown
0no
54
blue-collar
divorced
primary
no
-182
no
no
cellular
9
jul
98
1
-1
0
unknown
0no
52
self-employed
single
tertiary
no
1,623
yes
no
unknown
5
jun
21
17
-1
0
unknown
0no
43
entrepreneur
married
tertiary
no
13,342
yes
no
cellular
18
nov
465
1
-1
0
unknown
0no
58
retired
single
primary
no
6,570
no
no
cellular
21
jul
106
3
-1
0
unknown
0no
53
admin.
married
secondary
no
225
yes
no
cellular
20
apr
304
1
340
1
failure
0no
44
management
married
secondary
no
-665
no
no
cellular
30
jul
342
3
-1
0
unknown
0no
29
management
single
tertiary
no
0
no
no
unknown
16
may
16
25
-1
0
unknown
0no
27
services
single
secondary
no
54
yes
no
unknown
28
may
543
2
-1
0
unknown
1yes
35
blue-collar
married
primary
no
46
no
no
cellular
8
jul
338
3
-1
0
unknown
0no
40
self-employed
married
secondary
no
2
no
no
cellular
22
aug
197
5
-1
0
unknown
0no
34
blue-collar
married
secondary
no
103
yes
yes
unknown
8
may
956
2
-1
0
unknown
0no
38
admin.
single
secondary
no
883
yes
no
cellular
12
may
95
1
327
9
other
0no
32
services
married
secondary
no
55
yes
no
unknown
15
may
546
9
-1
0
unknown
0no
41
admin.
married
secondary
no
8,238
yes
yes
unknown
30
may
124
4
-1
0
unknown
0no
25
blue-collar
single
secondary
no
913
yes
no
cellular
7
jul
113
4
-1
0
unknown
0no
38
blue-collar
divorced
secondary
no
595
yes
no
cellular
7
may
245
3
-1
0
unknown
0no
26
technician
single
secondary
no
7
yes
no
cellular
22
jul
188
2
-1
0
unknown
0no
37
technician
single
tertiary
no
1,661
no
no
cellular
19
aug
199
5
-1
0
unknown
0no
30
management
married
tertiary
no
102
yes
no
cellular
5
apr
470
7
426
3
other
1yes
36
services
married
secondary
no
338
no
no
unknown
14
may
90
1
-1
0
unknown
0no
33
management
married
secondary
no
3,132
yes
no
unknown
23
may
350
5
-1
0
unknown
0no
33
admin.
single
tertiary
no
490
yes
no
cellular
7
may
31
1
363
2
failure
0no
35
management
married
tertiary
no
2,682
yes
no
cellular
9
jul
156
1
-1
0
unknown
0no
24
services
married
tertiary
no
0
yes
no
unknown
27
may
299
1
-1
0
unknown
0no
29
unemployed
married
secondary
no
596
no
no
cellular
30
jan
510
2
-1
0
unknown
0no
54
blue-collar
married
secondary
no
2,059
yes
no
cellular
25
aug
177
4
-1
0
unknown
0no
27
admin.
married
secondary
no
132
no
no
cellular
13
oct
123
2
-1
0
unknown
0no
34
management
married
secondary
no
0
no
no
cellular
2
feb
270
1
-1
0
unknown
0no
39
blue-collar
married
primary
no
385
yes
no
unknown
16
may
225
4
-1
0
unknown
0no
38
management
married
tertiary
no
223
no
no
cellular
28
jan
63
1
-1
0
unknown
0no
37
management
married
tertiary
no
0
yes
no
unknown
3
jun
247
13
-1
0
unknown
0no
26
services
single
secondary
no
512
yes
yes
cellular
30
jan
206
5
239
3
failure
0no
36
entrepreneur
married
tertiary
no
1,169
yes
no
unknown
6
may
168
2
-1
0
unknown
0no
35
management
single
tertiary
no
71
yes
no
unknown
21
may
836
12
-1
0
unknown
0no
30
management
single
tertiary
no
940
no
no
cellular
8
aug
131
2
-1
0
unknown
0no
25
technician
single
secondary
no
-80
yes
yes
unknown
3
jun
89
1
-1
0
unknown
0no
34
technician
married
secondary
no
0
yes
no
cellular
29
aug
116
4
-1
0
unknown
0no
52
unknown
married
unknown
no
1,317
no
no
unknown
12
jun
58
1
-1
0
unknown
0no
39
admin.
married
secondary
no
179
no
no
unknown
6
sep
36
1
-1
0
unknown
0no
34
management
married
secondary
no
1,007
yes
no
cellular
21
jul
240
2
-1
0
unknown
0no
34
management
single
secondary
no
0
no
no
cellular
22
aug
132
4
-1
0
unknown
0no
30
services
married
secondary
no
1,286
yes
yes
cellular
17
jul
544
1
-1
0
unknown
0no
33
services
married
secondary
no
804
yes
yes
unknown
8
may
266
1
-1
0
unknown
0no
30
student
single
secondary
no
4
no
no
cellular
4
feb
443
2
-1
0
unknown
0no
51
blue-collar
married
primary
no
0
yes
no
cellular
10
jul
324
1
-1
0
unknown
0no
36
services
single
secondary
no
417
yes
no
cellular
6
feb
15
10
207
3
failure
0no
48
blue-collar
married
primary
no
1,678
no
no
cellular
28
jan
263
2
-1
0
unknown
0no
37
services
divorced
secondary
no
532
yes
no
unknown
11
jun
199
1
-1
0
unknown
0no
58
management
married
secondary
no
407
yes
no
cellular
29
jul
145
2
-1
0
unknown
0no
56
management
divorced
tertiary
no
659
no
yes
cellular
2
jun
56
1
-1
0
unknown
0no
34
blue-collar
married
secondary
no
393
yes
no
cellular
5
may
11
9
-1
0
unknown
0no
33
admin.
divorced
secondary
no
661
yes
no
cellular
18
nov
411
1
173
2
other
0no
26
services
single
secondary
no
0
no
no
cellular
29
jul
165
23
-1
0
unknown
0no
40
management
single
unknown
no
838
yes
no
unknown
12
may
619
3
-1
0
unknown
0no
35
services
married
secondary
no
195
yes
no
cellular
17
apr
203
1
-1
0
unknown
0no
45
entrepreneur
married
secondary
no
68
yes
no
unknown
7
may
254
1
-1
0
unknown
0no
37
technician
single
secondary
no
-242
yes
no
cellular
13
aug
1,149
6
-1
0
unknown
1yes
35
management
divorced
tertiary
no
321
yes
no
unknown
9
may
189
1
-1
0
unknown
0no
43
services
single
secondary
no
3,403
yes
no
cellular
12
nov
707
2
97
2
success
1yes
28
blue-collar
married
secondary
no
8
yes
no
cellular
15
may
196
1
-1
0
unknown
0no
32
blue-collar
divorced
secondary
no
739
yes
no
unknown
9
may
171
1
-1
0
unknown
0no
26
unemployed
single
secondary
no
622
no
no
cellular
28
jan
1,451
2
-1
0
unknown
1yes
35
services
married
secondary
no
152
yes
no
unknown
2
jun
563
1
-1
0
unknown
1yes
35
technician
single
secondary
no
2
no
no
cellular
11
aug
239
4
-1
0
unknown
0no
39
blue-collar
married
secondary
no
1,439
yes
no
telephone
28
jul
73
6
-1
0
unknown
0no
42
blue-collar
divorced
secondary
no
1,491
yes
no
cellular
6
may
203
2
334
2
failure
0no
32
technician
single
secondary
no
6,402
yes
no
cellular
6
may
158
1
167
1
success
0no
30
unemployed
married
secondary
no
1,210
no
no
cellular
9
jul
100
4
-1
0
unknown
0no
26
management
single
tertiary
no
122
no
yes
cellular
8
jul
160
1
-1
0
unknown
0no
30
student
single
secondary
no
0
yes
no
cellular
19
nov
661
1
-1
0
unknown
0no
32
management
married
tertiary
no
62
yes
no
cellular
14
may
166
1
-1
0
unknown
0no
47
services
married
secondary
no
3,333
yes
yes
cellular
29
jul
114
2
-1
0
unknown
0no
33
technician
married
tertiary
no
16,992
yes
no
unknown
29
may
58
1
-1
0
unknown
0no
57
blue-collar
married
primary
no
23
yes
no
telephone
31
jul
25
8
-1
0
unknown
0no
35
admin.
married
secondary
no
0
yes
no
cellular
7
may
121
2
-1
0
unknown
0no
53
technician
married
tertiary
no
6,072
no
yes
unknown
16
jun
226
4
-1
0
unknown
0no
24
retired
single
secondary
no
366
no
yes
unknown
16
may
234
2
-1
0
unknown
0no
54
management
divorced
tertiary
no
0
no
yes
cellular
10
jul
88
1
-1
0
unknown
0no
31
management
married
tertiary
no
1,343
yes
yes
unknown
21
may
85
1
-1
0
unknown
0no
41
entrepreneur
married
secondary
no
2,105
yes
no
cellular
18
nov
134
1
-1
0
unknown
0no
44
unknown
married
secondary
no
2,319
no
no
cellular
4
aug
251
3
-1
0
unknown
0no
35
services
single
secondary
no
35
yes
no
cellular
14
may
152
1
-1
0
unknown
0no
30
management
married
tertiary
no
877
no
no
cellular
13
aug
202
1
83
5
failure
0no
43
blue-collar
single
primary
no
30
yes
no
unknown
30
may
379
17
-1
0
unknown
0no
51
entrepreneur
married
secondary
yes
-2,082
no
yes
cellular
28
jul
123
6
-1
0
unknown
0no
60
retired
married
secondary
no
89
no
no
cellular
30
apr
156
2
-1
0
unknown
0no