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
divorced
tertiary
no
4,515
yes
no
cellular
19
nov
98
2
-1
0
unknown
0no
28
blue-collar
single
secondary
no
517
no
yes
cellular
8
jul
681
1
-1
0
unknown
1yes
27
blue-collar
single
secondary
no
148
no
no
cellular
22
jul
203
1
-1
0
unknown
0no
48
retired
married
primary
yes
-285
no
yes
cellular
19
nov
157
1
-1
0
unknown
0no
50
blue-collar
married
secondary
no
887
no
no
unknown
16
jun
287
1
-1
0
unknown
0no
45
self-employed
married
secondary
no
3,098
yes
no
cellular
7
aug
159
2
-1
0
unknown
0no
41
technician
married
tertiary
no
744
yes
no
unknown
14
may
125
1
-1
0
unknown
0no
39
technician
married
secondary
no
130
no
no
cellular
8
jul
202
2
-1
0
unknown
0no
44
management
married
secondary
no
438
yes
no
telephone
8
may
37
3
303
1
failure
0no
54
admin.
married
secondary
no
0
no
no
cellular
28
jan
161
1
98
2
failure
1yes
49
management
married
tertiary
no
322
no
no
cellular
6
aug
72
4
-1
0
unknown
0no
34
blue-collar
single
secondary
no
186
no
no
cellular
2
feb
342
1
-1
0
unknown
0no
75
retired
divorced
tertiary
no
3,810
yes
no
cellular
16
nov
262
1
183
1
failure
1yes
42
management
married
tertiary
no
0
no
no
cellular
13
aug
325
2
-1
0
unknown
0no
53
blue-collar
married
secondary
no
4,380
no
no
telephone
19
aug
223
7
-1
0
unknown
0no
49
management
divorced
tertiary
no
755
no
no
cellular
31
jul
1,212
4
-1
0
unknown
1yes
31
services
single
secondary
no
2,070
no
no
cellular
29
aug
319
2
-1
0
unknown
0no
45
blue-collar
single
primary
no
999
no
no
cellular
29
jan
182
2
-1
0
unknown
0no
39
self-employed
married
secondary
no
167
yes
yes
cellular
17
jul
330
1
-1
0
unknown
0no
46
technician
married
secondary
no
1,322
yes
yes
cellular
19
nov
514
1
-1
0
unknown
0no
42
admin.
divorced
secondary
no
1,076
yes
no
unknown
14
may
213
1
-1
0
unknown
0no
37
management
married
tertiary
no
502
yes
no
cellular
7
may
551
1
351
1
failure
0no
26
technician
single
tertiary
no
1,216
yes
no
cellular
16
apr
472
2
-1
0
unknown
0no
37
management
single
tertiary
no
876
yes
no
cellular
15
apr
140
4
327
2
failure
0no
36
services
single
secondary
no
342
yes
no
unknown
7
may
142
1
-1
0
unknown
0no
29
blue-collar
single
primary
no
950
yes
no
unknown
4
jun
135
3
-1
0
unknown
0no
36
blue-collar
married
primary
no
973
yes
yes
unknown
23
may
293
1
-1
0
unknown
0no
26
technician
married
tertiary
no
3,825
yes
no
unknown
13
may
107
1
-1
0
unknown
0no
32
blue-collar
married
secondary
no
2,366
yes
no
unknown
20
may
127
2
-1
0
unknown
0no
40
management
married
tertiary
no
542
yes
no
cellular
20
nov
1,816
1
-1
0
unknown
0no
53
management
married
primary
no
995
no
no
cellular
4
feb
200
3
-1
0
unknown
0no
29
management
married
tertiary
no
20
yes
no
cellular
12
may
418
1
-1
0
unknown
0no
34
technician
single
tertiary
no
228
yes
no
cellular
22
jul
387
4
-1
0
unknown
0no
43
blue-collar
married
secondary
no
130
no
no
cellular
5
may
156
1
337
3
failure
0no
56
management
married
tertiary
no
217
no
yes
cellular
21
jul
121
2
-1
0
unknown
0no
55
entrepreneur
divorced
tertiary
no
0
no
no
unknown
6
jun
108
2
-1
0
unknown
0no
31
self-employed
married
tertiary
no
259
yes
no
cellular
7
may
47
1
-1
0
unknown
0no
27
admin.
single
secondary
no
619
yes
no
cellular
20
apr
16
5
322
4
other
0no
36
management
married
secondary
no
644
yes
no
cellular
18
nov
54
2
-1
0
unknown
0no
44
management
married
tertiary
no
22
yes
no
cellular
6
aug
265
2
-1
0
unknown
0no
37
admin.
divorced
tertiary
no
4,303
yes
no
unknown
23
may
168
1
-1
0
unknown
0no
30
admin.
single
secondary
no
239
yes
no
cellular
7
may
115
3
-1
0
unknown
0no
42
technician
single
secondary
no
275
no
no
cellular
26
aug
31
8
-1
0
unknown
0no
30
management
married
tertiary
no
1,221
yes
no
telephone
25
jul
279
4
-1
0
unknown
1yes
62
retired
married
secondary
no
816
no
no
cellular
1
sep
28
2
-1
0
unknown
0no
24
blue-collar
married
secondary
no
1,222
yes
no
cellular
20
apr
369
1
-1
0
unknown
0no
31
technician
married
secondary
no
2,363
yes
no
unknown
13
may
247
1
-1
0
unknown
0no
66
retired
married
tertiary
no
2,262
no
no
cellular
22
apr
155
1
-1
0
unknown
0no
47
admin.
married
secondary
no
2
no
no
cellular
10
jul
89
1
-1
0
unknown
0no
39
entrepreneur
married
tertiary
no
2
yes
no
cellular
17
nov
180
1
-1
0
unknown
0no
35
technician
married
secondary
no
4,508
yes
no
cellular
18
nov
854
1
-1
0
unknown
1yes
35
admin.
divorced
secondary
no
-402
yes
no
cellular
17
apr
46
1
-1
0
unknown
0no
27
technician
married
secondary
no
1,577
yes
yes
unknown
28
may
266
2
-1
0
unknown
0no
32
blue-collar
married
secondary
no
34
yes
no
cellular
5
may
321
2
-1
0
unknown
0no
44
management
married
tertiary
no
795
no
no
cellular
28
aug
99
24
-1
0
unknown
0no
42
blue-collar
married
secondary
no
117
yes
no
unknown
9
may
147
1
-1
0
unknown
0no
34
self-employed
single
tertiary
no
5,462
no
no
cellular
30
apr
430
1
-1
0
unknown
1yes
25
services
single
secondary
no
402
no
yes
cellular
7
jul
264
1
-1
0
unknown
0no
40
technician
single
secondary
no
641
no
no
cellular
16
jul
156
6
-1
0
unknown
0no
43
management
divorced
tertiary
no
36
no
no
cellular
26
may
118
1
102
2
failure
0no
55
unemployed
married
tertiary
no
383
no
no
unknown
6
may
343
3
-1
0
unknown
0no
50
blue-collar
married
secondary
no
283
yes
no
cellular
7
aug
226
3
-1
0
unknown
0no
45
management
divorced
tertiary
no
0
no
no
unknown
1
jun
5
1
-1
0
unknown
0no
35
blue-collar
divorced
secondary
no
3,102
yes
no
cellular
20
nov
138
1
-1
0
unknown
0no
32
blue-collar
married
secondary
no
889
yes
no
cellular
10
sep
185
1
99
5
success
1yes
59
housemaid
married
secondary
no
0
no
no
telephone
3
feb
722
1
99
4
failure
0no
34
self-employed
married
secondary
no
-370
yes
no
unknown
21
may
748
1
-1
0
unknown
0no
39
management
married
tertiary
no
-606
yes
no
unknown
26
may
142
1
-1
0
unknown
0no
40
management
single
secondary
no
10,378
yes
no
cellular
17
nov
523
3
-1
0
unknown
0no
36
blue-collar
single
primary
no
1,313
yes
no
unknown
20
jun
8
10
-1
0
unknown
0no
40
management
married
tertiary
no
8,969
yes
no
cellular
17
nov
153
1
-1
0
unknown
0no
55
self-employed
married
secondary
no
-196
yes
no
unknown
20
may
210
2
-1
0
unknown
0no
38
entrepreneur
married
secondary
yes
15
yes
no
cellular
10
jul
121
1
-1
0
unknown
0no
61
admin.
married
secondary
no
4,608
no
no
cellular
12
mar
212
1
-1
0
unknown
1yes
41
management
married
tertiary
no
666
yes
no
unknown
21
may
253
3
-1
0
unknown
0no
57
blue-collar
married
primary
no
452
yes
no
unknown
13
may
139
4
-1
0
unknown
0no
48
blue-collar
married
secondary
no
149
yes
no
unknown
9
may
71
1
-1
0
unknown
0no
77
retired
married
tertiary
no
7,802
no
no
telephone
4
may
421
1
92
2
success
1yes
35
services
married
secondary
no
1,453
yes
no
unknown
28
may
199
1
-1
0
unknown
0no
54
blue-collar
married
secondary
no
1,480
yes
no
unknown
14
may
108
1
-1
0
unknown
0no
37
management
single
unknown
no
715
yes
no
unknown
20
may
247
2
-1
0
unknown
0no
56
management
single
secondary
no
237
yes
no
telephone
9
jul
236
4
-1
0
unknown
0no
40
technician
married
secondary
no
694
yes
no
cellular
4
feb
97
4
196
5
failure
0no
40
management
married
tertiary
no
0
no
no
cellular
14
jul
109
8
-1
0
unknown
0no
54
management
married
tertiary
no
55
yes
no
cellular
2
jun
112
2
-1
0
unknown
0no
55
housemaid
married
primary
no
136
yes
no
unknown
19
jun
15
10
-1
0
unknown
0no
55
services
divorced
secondary
yes
-404
yes
no
cellular
22
jul
502
3
-1
0
unknown
0no
52
blue-collar
married
primary
no
779
yes
no
unknown
16
may
30
3
-1
0
unknown
0no
55
blue-collar
single
primary
no
1,187
yes
no
unknown
2
jun
193
2
-1
0
unknown
0no
33
management
married
tertiary
no
641
yes
no
cellular
13
aug
347
2
-1
0
unknown
0no
52
blue-collar
married
unknown
no
826
yes
no
unknown
15
may
468
2
-1
0
unknown
0no
33
services
divorced
secondary
no
991
yes
no
unknown
27
may
148
1
-1
0
unknown
0no
53
admin.
married
secondary
no
1,796
no
no
telephone
16
mar
295
1
91
2
success
1yes
46
admin.
married
secondary
no
22
no
no
cellular
26
aug
388
6
-1
0
unknown
1yes
44
technician
single
secondary
no
244
yes
no
cellular
12
aug
1,735
4
-1
0
unknown
1yes
48
management
divorced
tertiary
no
1,328
yes
no
unknown
6
may
339
1
-1
0
unknown
0no
50
housemaid
married
secondary
no
7,317
yes
no
cellular
13
may
172
1
370
1
failure
0no
34
technician
single
secondary
no
4,943
yes
yes
cellular
19
nov
117
2
-1
0
unknown
0no
38
technician
single
secondary
no
258
no
yes
unknown
20
jun
587
2
-1
0
unknown
0no
42
management
single
tertiary
no
515
yes
no
cellular
19
nov
501
2
-1
0
unknown
0no