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
59
management
married
tertiary
no
1,831
no
no
cellular
17
feb
122
1
92
1
failure
0no
28
management
married
tertiary
no
1,480
yes
no
cellular
18
may
143
1
-1
0
unknown
0no
48
management
married
tertiary
no
7,289
yes
no
cellular
2
feb
316
3
-1
0
unknown
0no
55
blue-collar
married
unknown
no
1,665
no
no
telephone
30
jul
89
2
-1
0
unknown
0no
37
blue-collar
single
primary
no
851
yes
no
cellular
15
may
151
1
352
1
failure
0no
41
management
married
tertiary
no
2,885
no
no
cellular
19
nov
40
1
-1
0
unknown
0no
35
blue-collar
married
secondary
no
137
no
yes
unknown
4
oct
5
1
808
12
failure
0no
34
blue-collar
single
secondary
no
1,239
yes
no
cellular
18
jul
90
1
-1
0
unknown
0no
43
management
single
tertiary
no
146
no
no
cellular
21
nov
50
1
113
5
other
0no
59
technician
married
secondary
no
1
no
no
cellular
15
apr
159
2
378
3
failure
1yes
50
blue-collar
divorced
primary
no
-10
no
yes
cellular
10
jul
369
6
-1
0
unknown
0no
37
technician
married
secondary
no
480
no
no
cellular
22
oct
344
2
182
8
other
1yes
35
technician
married
secondary
no
2,789
yes
no
cellular
4
sep
256
2
94
1
failure
0no
50
technician
single
secondary
no
3,897
no
no
cellular
26
oct
298
1
-1
0
unknown
0no
36
technician
divorced
secondary
no
487
no
yes
cellular
11
aug
268
3
-1
0
unknown
0no
41
admin.
married
secondary
no
5,110
yes
no
cellular
13
apr
231
1
-1
0
unknown
0no
28
management
married
tertiary
no
318
yes
no
unknown
27
may
4
4
-1
0
unknown
0no
42
technician
single
tertiary
no
-411
yes
no
cellular
12
may
78
5
292
3
failure
0no
60
retired
married
secondary
no
4,820
no
no
unknown
5
jun
419
1
-1
0
unknown
0no
28
management
single
tertiary
no
4,937
yes
no
telephone
13
may
421
3
-1
0
unknown
0no
48
entrepreneur
married
secondary
no
725
no
yes
cellular
10
jul
105
1
-1
0
unknown
0no
51
entrepreneur
married
tertiary
no
5,403
no
no
unknown
6
jun
42
1
-1
0
unknown
0no
32
technician
married
tertiary
no
4,089
no
no
cellular
26
may
114
7
287
3
failure
0no
35
technician
married
tertiary
no
188
no
no
cellular
26
aug
286
2
-1
0
unknown
0no
37
technician
married
unknown
no
189
no
no
cellular
1
oct
238
1
107
2
success
1yes
38
blue-collar
divorced
secondary
no
2,998
yes
no
unknown
11
jun
91
1
-1
0
unknown
0no
77
retired
married
secondary
no
610
no
no
cellular
13
aug
766
3
-1
0
unknown
0no
32
management
single
unknown
no
787
no
no
cellular
28
jan
92
1
-1
0
unknown
0no
43
technician
divorced
secondary
no
167
no
no
cellular
4
aug
211
3
-1
0
unknown
0no
36
management
single
tertiary
no
243
yes
no
cellular
7
may
160
2
360
3
failure
0no
29
management
married
tertiary
no
877
no
no
cellular
3
feb
166
3
-1
0
unknown
0no
32
admin.
single
secondary
no
2,817
yes
no
cellular
21
nov
195
1
-1
0
unknown
0no
41
management
divorced
tertiary
no
4,567
yes
yes
cellular
16
jul
106
1
-1
0
unknown
0no
26
services
single
secondary
no
127
yes
yes
cellular
23
jul
85
3
-1
0
unknown
0no
34
blue-collar
married
primary
no
176
no
no
cellular
24
jul
78
1
-1
0
unknown
0no
57
retired
married
tertiary
no
0
yes
yes
unknown
28
may
648
1
-1
0
unknown
1yes
36
services
single
secondary
no
1,482
yes
no
cellular
18
nov
177
2
174
1
other
0no
42
blue-collar
married
secondary
no
3,052
yes
no
unknown
27
may
32
1
-1
0
unknown
0no
35
technician
divorced
secondary
no
56
no
no
cellular
29
aug
24
12
-1
0
unknown
0no
52
entrepreneur
divorced
primary
no
278
yes
no
unknown
7
may
688
2
-1
0
unknown
0no
36
management
single
tertiary
no
3,875
yes
no
unknown
27
may
21
5
-1
0
unknown
0no
46
technician
married
secondary
no
-337
yes
no
unknown
27
may
112
1
-1
0
unknown
0no
60
management
divorced
tertiary
no
366
no
no
cellular
3
jun
593
1
-1
0
unknown
1yes
57
housemaid
married
primary
no
501
yes
yes
cellular
7
aug
59
2
-1
0
unknown
0no
48
management
married
tertiary
no
998
yes
no
cellular
29
jan
121
3
-1
0
unknown
0no
59
self-employed
married
primary
no
0
yes
no
telephone
28
jul
97
2
-1
0
unknown
0no
39
management
married
tertiary
no
246
no
no
cellular
11
aug
86
2
-1
0
unknown
0no
44
blue-collar
married
secondary
no
-182
yes
yes
cellular
14
may
10
10
-1
0
unknown
0no
27
management
single
tertiary
no
446
no
no
cellular
23
jun
205
3
-1
0
unknown
0no
59
retired
married
secondary
no
1,173
no
no
unknown
9
jun
77
2
-1
0
unknown
0no
36
technician
divorced
secondary
no
5,957
yes
no
cellular
18
nov
138
2
-1
0
unknown
0no
44
admin.
married
secondary
no
205
no
no
cellular
3
nov
289
1
-1
0
unknown
1yes
50
admin.
married
secondary
no
0
no
no
cellular
4
aug
86
4
-1
0
unknown
0no
41
management
divorced
tertiary
no
369
yes
no
telephone
22
aug
9
3
-1
0
unknown
0no
47
admin.
married
secondary
no
1,934
no
yes
cellular
14
may
225
1
364
1
failure
0no
32
technician
single
tertiary
no
259
no
no
cellular
22
jul
407
4
-1
0
unknown
0no
38
blue-collar
married
secondary
no
284
yes
yes
unknown
3
jun
1,030
6
-1
0
unknown
0no
55
blue-collar
married
unknown
no
23
no
no
cellular
13
aug
123
2
-1
0
unknown
0no
38
management
single
tertiary
no
1,373
no
no
cellular
22
oct
119
4
-1
0
unknown
0no
31
management
single
tertiary
no
62
yes
no
cellular
18
may
175
1
293
5
failure
0no
38
blue-collar
divorced
secondary
no
157
no
no
unknown
9
jun
299
5
-1
0
unknown
0no
29
unemployed
single
tertiary
no
991
no
no
cellular
5
feb
563
1
-1
0
unknown
0no
55
services
married
secondary
no
186
yes
yes
unknown
9
may
241
1
-1
0
unknown
0no
35
unemployed
married
secondary
no
977
yes
no
cellular
4
may
52
4
91
1
other
0no
40
self-employed
single
tertiary
no
2,893
no
no
cellular
2
jun
76
3
-1
0
unknown
0no
34
blue-collar
married
secondary
no
1,897
yes
yes
cellular
19
nov
441
1
-1
0
unknown
0no
32
technician
single
tertiary
no
5,514
no
no
cellular
22
apr
319
1
182
1
success
1yes
33
blue-collar
married
secondary
no
889
yes
no
unknown
18
sep
13
1
373
6
success
0no
33
management
married
tertiary
no
273
yes
no
unknown
16
may
803
1
-1
0
unknown
1yes
37
admin.
married
secondary
no
1,193
no
no
cellular
12
may
396
2
-1
0
unknown
0no
58
management
married
tertiary
no
2,729
no
no
unknown
18
jun
188
1
-1
0
unknown
0no
36
admin.
single
secondary
no
0
no
no
cellular
20
apr
637
1
-1
0
unknown
0no
42
blue-collar
married
secondary
no
230
yes
no
unknown
5
jun
175
7
-1
0
unknown
0no
34
technician
single
secondary
no
2,729
yes
no
cellular
6
apr
945
1
139
1
success
0no
35
management
married
tertiary
no
317
yes
no
unknown
23
may
162
3
-1
0
unknown
0no
60
housemaid
married
primary
no
517
no
no
unknown
12
jun
1,178
3
-1
0
unknown
0no
50
management
married
tertiary
no
-470
yes
no
cellular
8
may
506
2
170
3
failure
0no
28
self-employed
single
tertiary
no
4,579
no
no
cellular
12
jan
409
2
-1
0
unknown
1yes
27
blue-collar
divorced
secondary
no
1
yes
no
cellular
14
jul
116
3
-1
0
unknown
0no
37
management
married
tertiary
no
5,106
no
no
cellular
30
apr
244
1
-1
0
unknown
1yes
31
technician
married
tertiary
no
636
yes
no
cellular
4
may
352
4
-1
0
unknown
1yes
34
services
married
secondary
no
1,076
no
no
cellular
12
may
152
1
182
6
success
1yes
38
management
married
tertiary
no
126
yes
no
unknown
21
may
164
2
-1
0
unknown
0no
32
self-employed
married
secondary
no
-33
yes
no
unknown
28
may
234
3
-1
0
unknown
0no
37
technician
married
secondary
no
430
no
no
cellular
27
aug
154
4
-1
0
unknown
0no
33
admin.
married
secondary
no
-6
yes
no
unknown
7
may
566
2
-1
0
unknown
0no
71
technician
married
tertiary
no
383
no
no
cellular
27
oct
327
2
183
3
success
0no
27
technician
married
secondary
no
130
yes
no
cellular
7
may
265
3
-1
0
unknown
0no
38
blue-collar
married
primary
no
2,569
no
no
unknown
9
jun
172
1
-1
0
unknown
0no
34
technician
single
secondary
no
201
no
no
cellular
22
jul
257
2
-1
0
unknown
0no
54
retired
divorced
tertiary
no
0
no
no
unknown
13
may
618
1
-1
0
unknown
1yes
30
blue-collar
married
secondary
no
6
yes
no
cellular
28
jan
241
3
-1
0
unknown
0no
35
entrepreneur
single
secondary
no
475
no
yes
cellular
21
jul
936
4
-1
0
unknown
0no
33
blue-collar
single
secondary
no
706
yes
no
cellular
7
apr
329
1
322
1
failure
0no
36
management
married
secondary
no
1,825
yes
no
cellular
14
may
24
1
346
1
failure
0no
59
self-employed
married
tertiary
no
185
no
no
cellular
22
jun
177
5
138
1
failure
0no
72
blue-collar
married
primary
no
4,415
no
no
telephone
13
oct
120
1
-1
0
unknown
0no
64
management
married
tertiary
no
679
no
no
telephone
22
apr
135
3
-1
0
unknown
0no
53
technician
divorced
secondary
no
320
no
no
cellular
9
jul
175
1
-1
0
unknown
0no
35
management
single
tertiary
no
2,988
yes
no
cellular
25
may
179
1
-1
0
unknown
0no