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
married
secondary
no
6,217
yes
yes
cellular
18
nov
486
2
181
2
failure
0no
32
blue-collar
married
primary
no
329
yes
no
cellular
3
feb
321
1
-1
0
unknown
0no
47
admin.
divorced
secondary
no
162
yes
no
unknown
9
may
203
4
-1
0
unknown
0no
32
technician
married
unknown
no
14,533
no
no
cellular
31
dec
646
3
198
2
success
0no
49
management
single
tertiary
no
151
yes
no
cellular
8
jul
97
3
-1
0
unknown
1yes
53
services
married
secondary
no
-2
yes
yes
cellular
16
apr
144
2
-1
0
unknown
0no
41
blue-collar
single
unknown
no
4,684
no
no
unknown
20
jun
30
6
-1
0
unknown
0no
47
management
divorced
tertiary
no
1,149
no
yes
cellular
15
jul
82
2
-1
0
unknown
0no
35
blue-collar
married
primary
no
11
yes
no
unknown
13
may
326
4
-1
0
unknown
0no
33
management
single
secondary
no
8,004
no
no
cellular
19
nov
414
3
-1
0
unknown
0no
49
blue-collar
married
primary
no
1,019
yes
no
cellular
16
apr
285
5
-1
0
unknown
0no
46
management
divorced
tertiary
no
1,297
no
no
cellular
11
aug
716
3
-1
0
unknown
1yes
29
management
divorced
tertiary
no
415
yes
yes
unknown
28
may
449
4
-1
0
unknown
0no
58
self-employed
married
primary
no
671
yes
no
unknown
17
jun
16
3
-1
0
unknown
0no
40
admin.
single
secondary
no
2,378
yes
no
unknown
2
jun
65
1
-1
0
unknown
0no
34
management
married
tertiary
no
417
yes
no
cellular
18
nov
138
1
-1
0
unknown
0no
60
retired
married
primary
no
71
no
no
cellular
10
jul
121
3
-1
0
unknown
0no
43
management
married
tertiary
no
1,188
no
no
cellular
27
may
140
2
-1
0
unknown
0no
50
blue-collar
married
primary
no
8,139
yes
no
cellular
18
aug
256
6
-1
0
unknown
0no
33
blue-collar
married
secondary
no
249
yes
no
cellular
31
jul
61
4
-1
0
unknown
0no
37
blue-collar
married
primary
no
689
yes
no
cellular
14
jul
367
2
-1
0
unknown
0no
55
self-employed
married
secondary
no
203
yes
no
telephone
14
may
9
5
174
12
other
0no
45
blue-collar
single
primary
yes
-183
no
yes
cellular
15
jul
395
4
-1
0
unknown
0no
47
blue-collar
married
primary
no
3,451
no
yes
cellular
21
nov
125
2
-1
0
unknown
0no
58
technician
married
secondary
no
116
no
no
unknown
16
jun
580
3
-1
0
unknown
0no
36
services
married
secondary
no
1,746
yes
no
cellular
7
apr
15
1
316
1
failure
0no
55
technician
married
secondary
no
0
yes
no
unknown
30
may
119
2
-1
0
unknown
0no
31
blue-collar
married
secondary
no
897
yes
no
unknown
20
may
26
2
-1
0
unknown
0no
38
technician
married
secondary
no
821
yes
yes
cellular
17
nov
224
2
180
1
failure
0no
42
blue-collar
married
secondary
no
130
yes
no
unknown
29
may
285
1
-1
0
unknown
0no
32
management
divorced
tertiary
no
1
yes
no
unknown
8
may
399
4
-1
0
unknown
0no
39
blue-collar
married
secondary
no
8
no
no
cellular
30
jul
88
3
-1
0
unknown
0no
41
technician
married
secondary
no
55
yes
no
cellular
6
aug
185
4
-1
0
unknown
0no
59
blue-collar
married
primary
no
699
no
no
cellular
28
jan
98
1
154
6
failure
0no
42
unemployed
divorced
secondary
no
759
no
no
cellular
28
jan
97
1
169
3
failure
0no
33
blue-collar
married
secondary
no
687
yes
no
cellular
14
may
72
2
370
1
failure
0no
53
retired
married
secondary
no
4,968
no
no
cellular
6
may
109
1
87
2
failure
0no
43
blue-collar
married
primary
no
1,211
yes
no
unknown
6
may
208
3
-1
0
unknown
0no
39
self-employed
single
tertiary
no
426
no
no
unknown
18
jun
1,029
1
-1
0
unknown
1yes
27
entrepreneur
single
secondary
no
376
yes
yes
cellular
5
may
273
1
-1
0
unknown
0no
39
management
married
tertiary
no
12
yes
no
unknown
23
may
130
1
-1
0
unknown
0no
27
blue-collar
single
secondary
no
23
no
no
cellular
26
feb
590
2
-1
0
unknown
0no
33
admin.
married
secondary
no
353
yes
no
cellular
19
nov
107
2
-1
0
unknown
0no
29
services
divorced
secondary
no
330
yes
no
unknown
12
may
88
2
-1
0
unknown
0no
33
management
divorced
tertiary
no
0
no
no
cellular
13
aug
305
2
-1
0
unknown
0no
41
entrepreneur
married
secondary
no
353
no
no
cellular
19
nov
90
2
-1
0
unknown
0no
38
technician
single
tertiary
no
2,273
yes
no
cellular
17
apr
222
1
-1
0
unknown
0no
30
management
married
tertiary
no
0
yes
no
cellular
9
jul
127
1
-1
0
unknown
0no
58
unemployed
married
tertiary
no
744
no
no
telephone
28
jan
38
1
-1
0
unknown
0no
37
services
single
secondary
no
608
no
no
cellular
14
may
380
3
-1
0
unknown
0no
36
admin.
divorced
secondary
no
356
yes
no
cellular
7
apr
244
3
313
1
failure
0no
45
blue-collar
married
primary
no
1,291
yes
no
cellular
28
aug
189
17
-1
0
unknown
0no
23
technician
single
secondary
no
-306
yes
no
unknown
4
jun
217
2
-1
0
unknown
0no
53
blue-collar
married
primary
no
306
no
no
cellular
28
jul
388
3
181
1
success
1yes
44
blue-collar
married
primary
no
-312
yes
no
unknown
20
jun
22
3
-1
0
unknown
0no
32
technician
single
secondary
no
493
no
no
cellular
13
aug
289
2
-1
0
unknown
0no
32
management
married
tertiary
no
71
yes
no
cellular
21
jul
221
8
-1
0
unknown
0no
38
admin.
married
tertiary
no
669
yes
yes
cellular
31
jul
129
2
-1
0
unknown
0no
47
blue-collar
married
primary
no
556
yes
no
cellular
4
feb
147
2
264
4
other
0no
34
services
single
secondary
no
84
yes
no
unknown
23
may
299
1
-1
0
unknown
0no
52
services
married
secondary
no
108
yes
no
unknown
15
may
543
12
-1
0
unknown
0no
45
admin.
single
secondary
no
-11
yes
no
cellular
5
may
247
1
-1
0
unknown
0no
50
blue-collar
married
primary
no
1,164
yes
no
unknown
8
may
166
2
-1
0
unknown
0no
52
blue-collar
divorced
primary
no
-191
yes
no
unknown
15
may
755
1
-1
0
unknown
1yes
37
blue-collar
married
secondary
no
132
no
no
unknown
27
may
336
2
-1
0
unknown
0no
51
blue-collar
married
secondary
no
2,237
yes
no
unknown
29
may
619
1
-1
0
unknown
0no
32
management
married
tertiary
no
4,761
yes
no
cellular
5
may
159
2
350
2
failure
0no
33
blue-collar
married
secondary
no
-346
yes
yes
unknown
23
may
29
3
-1
0
unknown
0no
28
unemployed
married
secondary
no
655
yes
no
unknown
4
jun
606
2
-1
0
unknown
0no
66
management
married
tertiary
no
1,048
yes
no
cellular
23
jun
971
2
-1
0
unknown
0no
31
services
single
secondary
no
0
yes
no
unknown
28
may
231
2
-1
0
unknown
0no
35
blue-collar
married
primary
no
624
yes
no
unknown
7
may
163
1
-1
0
unknown
0no
47
services
single
unknown
no
1,784
no
no
cellular
19
oct
385
2
-1
0
unknown
1yes
36
admin.
single
secondary
no
1,281
no
no
telephone
24
jul
119
2
-1
0
unknown
0no
32
technician
single
tertiary
no
569
no
yes
cellular
29
jan
348
1
-1
0
unknown
0no
34
blue-collar
married
primary
no
1,666
yes
no
unknown
31
mar
30
1
-1
0
unknown
0no
40
admin.
married
secondary
no
168
yes
no
cellular
7
may
249
2
169
1
failure
0no
33
self-employed
married
tertiary
no
263
no
no
cellular
4
may
119
2
-1
0
unknown
0no
39
blue-collar
married
secondary
no
-405
yes
no
cellular
8
may
177
1
-1
0
unknown
0no
38
self-employed
married
secondary
no
279
yes
no
unknown
28
may
110
5
-1
0
unknown
0no
32
technician
single
secondary
no
0
no
no
cellular
18
aug
594
4
-1
0
unknown
1yes
65
unknown
married
unknown
no
300
no
no
cellular
12
jan
105
1
-1
0
unknown
0no
34
unemployed
single
tertiary
no
415
no
no
cellular
12
aug
123
1
-1
0
unknown
0no
34
admin.
single
primary
no
0
yes
yes
cellular
6
may
172
4
-1
0
unknown
0no
42
blue-collar
single
primary
no
1,322
yes
yes
cellular
8
jul
178
1
-1
0
unknown
0no
31
services
married
secondary
no
1,062
yes
yes
cellular
6
apr
230
1
-1
0
unknown
0no
47
technician
married
secondary
no
302
yes
no
unknown
20
jun
89
3
-1
0
unknown
0no
44
technician
divorced
secondary
no
809
yes
no
unknown
15
may
118
4
-1
0
unknown
0no
38
housemaid
married
secondary
no
-278
yes
no
cellular
28
jul
143
2
-1
0
unknown
0no
28
management
single
tertiary
no
3,238
yes
no
unknown
19
may
7
1
-1
0
unknown
0no
46
admin.
single
secondary
no
751
yes
no
unknown
13
may
104
2
-1
0
unknown
0no
51
blue-collar
divorced
primary
no
-28
no
yes
unknown
2
jul
220
2
-1
0
unknown
0no
42
management
divorced
tertiary
no
0
no
no
unknown
20
jun
85
2
-1
0
unknown
0no
37
technician
single
secondary
no
2,442
no
no
cellular
16
feb
91
3
-1
0
unknown
1yes
58
unemployed
married
tertiary
no
1,798
yes
no
cellular
5
feb
19
8
-1
0
unknown
0no
43
admin.
married
secondary
no
132
no
no
cellular
19
aug
574
1
84
3
success
1yes
36
management
single
tertiary
no
260
yes
no
cellular
7
may
49
1
-1
0
unknown
0no
34
blue-collar
married
secondary
no
7
yes
yes
cellular
2
feb
171
2
193
2
other
0no
31
management
single
tertiary
no
3,283
no
no
cellular
2
feb
258
1
73
1
failure
1yes
49
technician
married
unknown
no
323
yes
no
cellular
18
nov
41
2
-1
0
unknown
0no