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
43
self-employed
married
secondary
no
104
no
no
unknown
17
jun
332
1
-1
0
unknown
0no
31
management
married
tertiary
no
1,750
yes
no
telephone
14
may
90
3
-1
0
unknown
0no
56
management
married
primary
no
772
yes
no
telephone
20
nov
291
1
-1
0
unknown
0no
42
technician
married
secondary
no
1,048
yes
no
telephone
6
feb
23
2
-1
0
unknown
0no
52
entrepreneur
married
primary
no
592
no
no
cellular
21
jul
122
2
-1
0
unknown
0no
40
technician
married
secondary
no
0
yes
yes
cellular
26
jul
105
2
172
1
failure
0no
36
services
married
secondary
no
3,064
yes
no
telephone
11
may
1,143
4
-1
0
unknown
0no
40
services
married
primary
no
33
no
no
unknown
26
may
70
3
-1
0
unknown
0no
46
blue-collar
married
secondary
no
0
yes
no
cellular
8
may
264
2
-1
0
unknown
0no
32
admin.
single
secondary
no
1,649
no
no
cellular
27
may
204
2
-1
0
unknown
0no
31
housemaid
single
tertiary
no
287
yes
no
cellular
19
nov
182
1
-1
0
unknown
0no
41
technician
divorced
secondary
no
0
yes
no
cellular
17
nov
386
2
-1
0
unknown
0no
58
housemaid
married
primary
no
419
no
yes
unknown
5
jun
295
3
-1
0
unknown
0no
36
services
married
secondary
no
257
yes
no
cellular
12
may
86
2
-1
0
unknown
0no
52
technician
married
secondary
no
118
no
no
cellular
28
aug
16
20
-1
0
unknown
0no
42
management
married
tertiary
no
251
no
no
cellular
20
aug
413
2
-1
0
unknown
0no
32
management
single
tertiary
no
1,731
yes
yes
unknown
29
may
323
3
-1
0
unknown
0no
62
management
married
tertiary
no
0
no
no
cellular
13
oct
78
3
-1
0
unknown
0no
31
technician
single
tertiary
no
23
no
no
cellular
25
aug
121
3
-1
0
unknown
0no
41
blue-collar
single
secondary
yes
-386
no
yes
cellular
20
nov
477
1
-1
0
unknown
1yes
34
self-employed
married
tertiary
no
5,498
no
no
cellular
19
nov
265
1
-1
0
unknown
0no
44
management
single
tertiary
no
5,063
no
no
cellular
27
oct
418
2
-1
0
unknown
1yes
42
blue-collar
married
primary
no
7,041
yes
no
cellular
28
jul
386
4
-1
0
unknown
0no
37
entrepreneur
single
secondary
no
654
no
no
unknown
19
may
594
2
-1
0
unknown
0no
47
management
married
tertiary
no
1,890
no
no
cellular
8
jul
161
1
-1
0
unknown
0no
32
unemployed
married
secondary
no
2,400
yes
yes
cellular
5
feb
450
3
-1
0
unknown
0no
46
blue-collar
married
secondary
no
519
yes
no
cellular
25
aug
217
6
-1
0
unknown
0no
39
technician
single
tertiary
no
1,190
no
no
cellular
8
aug
136
1
-1
0
unknown
0no
28
services
single
secondary
no
229
yes
no
unknown
9
may
322
1
-1
0
unknown
0no
26
student
single
secondary
no
203
no
no
cellular
16
nov
104
1
196
1
failure
0no
52
technician
married
secondary
no
1,818
no
yes
cellular
17
nov
189
2
111
4
failure
0no
42
unemployed
married
secondary
no
1,289
no
no
cellular
15
jul
250
4
415
2
failure
1yes
33
technician
divorced
tertiary
no
39
no
no
cellular
19
aug
123
5
-1
0
unknown
0no
73
retired
married
primary
no
796
no
no
cellular
23
oct
427
1
182
2
failure
1yes
35
admin.
single
secondary
no
57
no
yes
cellular
8
jul
632
2
-1
0
unknown
0no
40
management
married
tertiary
no
1,548
yes
no
cellular
13
apr
101
3
-1
0
unknown
0no
51
technician
married
secondary
no
117
no
no
cellular
24
aug
467
2
88
4
other
1yes
37
admin.
single
secondary
no
0
yes
no
cellular
16
apr
640
2
-1
0
unknown
0no
39
management
married
tertiary
no
691
yes
yes
cellular
16
apr
517
1
255
1
failure
0no
28
blue-collar
married
secondary
no
64
yes
no
unknown
13
may
160
3
-1
0
unknown
0no
49
technician
divorced
tertiary
no
0
yes
no
cellular
12
jun
177
3
-1
0
unknown
0no
36
admin.
married
secondary
no
957
yes
no
unknown
21
may
206
1
-1
0
unknown
0no
45
technician
married
secondary
no
118
yes
no
unknown
7
may
208
2
-1
0
unknown
0no
29
technician
single
tertiary
no
218
yes
no
cellular
12
apr
169
1
-1
0
unknown
0no
35
management
married
secondary
no
724
yes
no
cellular
14
jul
287
2
415
1
failure
1yes
35
housemaid
married
tertiary
no
20
yes
yes
cellular
17
jul
505
3
-1
0
unknown
0no
30
blue-collar
married
secondary
no
-28
yes
no
cellular
18
may
284
2
371
1
failure
0no
46
blue-collar
married
primary
no
665
no
no
cellular
30
jan
89
4
235
2
failure
0no
25
student
single
tertiary
no
5
no
no
cellular
29
sep
138
1
-1
0
unknown
0no
36
management
married
tertiary
no
925
no
no
cellular
14
dec
321
3
189
4
success
1yes
42
blue-collar
married
primary
no
2,519
yes
no
unknown
15
may
262
4
-1
0
unknown
0no
57
admin.
married
secondary
no
3,927
no
no
cellular
13
oct
61
1
-1
0
unknown
0no
42
management
divorced
tertiary
no
401
yes
no
cellular
24
jul
217
9
-1
0
unknown
0no
29
management
married
tertiary
no
581
yes
yes
cellular
14
jul
192
2
-1
0
unknown
0no
36
technician
married
tertiary
no
1,327
no
no
cellular
29
oct
174
2
-1
0
unknown
0no
31
unemployed
married
secondary
no
3,242
no
no
unknown
25
jun
292
2
-1
0
unknown
0no
59
technician
married
primary
no
3,163
yes
no
unknown
29
may
240
2
-1
0
unknown
0no
50
unemployed
divorced
secondary
no
32
no
no
cellular
4
aug
282
2
-1
0
unknown
0no
47
admin.
married
secondary
no
310
yes
yes
telephone
14
aug
128
6
-1
0
unknown
0no
46
housemaid
married
primary
no
0
no
no
telephone
2
feb
161
1
-1
0
unknown
0no
26
blue-collar
single
primary
no
155
yes
no
cellular
29
jan
291
1
244
4
failure
0no
31
services
single
secondary
no
11,386
yes
no
cellular
20
nov
356
1
-1
0
unknown
0no
30
services
married
tertiary
no
1,380
yes
no
unknown
21
may
294
2
-1
0
unknown
0no
47
blue-collar
single
unknown
no
2,443
no
no
unknown
18
jun
422
1
-1
0
unknown
0no
23
technician
single
tertiary
no
1,129
yes
no
unknown
28
may
806
1
-1
0
unknown
1yes
44
unemployed
single
primary
no
4,232
no
no
unknown
16
jun
227
1
-1
0
unknown
0no
42
self-employed
married
secondary
no
5,564
no
no
cellular
17
nov
560
2
-1
0
unknown
0no
32
services
single
secondary
no
-402
yes
no
cellular
17
apr
135
1
-1
0
unknown
0no
28
admin.
single
secondary
no
1,323
yes
no
unknown
3
jun
361
1
-1
0
unknown
0no
57
retired
married
primary
no
1,623
yes
yes
cellular
18
jul
246
1
-1
0
unknown
0no
38
technician
married
tertiary
no
1,042
yes
no
cellular
4
feb
419
2
-1
0
unknown
0no
22
student
single
secondary
no
2,488
no
no
cellular
8
nov
449
2
38
10
other
1yes
54
admin.
married
secondary
no
865
yes
no
cellular
17
nov
71
1
-1
0
unknown
0no
32
technician
married
tertiary
no
-1,053
yes
no
cellular
21
jul
357
3
-1
0
unknown
0no
32
management
married
tertiary
no
1,667
yes
no
cellular
18
nov
164
2
179
3
failure
0no
59
admin.
divorced
secondary
no
975
yes
no
unknown
15
may
263
4
-1
0
unknown
0no
45
technician
married
secondary
no
2,571
no
no
unknown
18
jun
146
2
-1
0
unknown
0no
53
unknown
married
primary
no
732
no
no
cellular
27
oct
759
2
-1
0
unknown
1yes
50
admin.
divorced
secondary
no
769
no
no
cellular
28
jul
72
2
363
4
failure
0no
34
technician
married
secondary
no
-136
yes
yes
cellular
12
aug
131
2
-1
0
unknown
0no
35
admin.
divorced
secondary
no
3,636
no
yes
cellular
21
nov
808
2
-1
0
unknown
1yes
30
management
married
tertiary
no
931
no
no
cellular
17
jul
1,183
1
-1
0
unknown
0no
62
housemaid
married
secondary
no
565
no
no
cellular
4
sep
123
3
-1
0
unknown
0no
40
blue-collar
married
secondary
no
271
yes
no
unknown
29
may
483
2
-1
0
unknown
0no
26
self-employed
single
tertiary
no
1,153
no
no
cellular
4
may
238
3
-1
0
unknown
0no
34
management
married
tertiary
no
-73
yes
no
cellular
11
jul
90
1
-1
0
unknown
0no
50
unknown
married
unknown
no
558
no
no
cellular
9
jul
464
1
683
6
failure
1yes
31
unknown
divorced
tertiary
no
137
no
no
cellular
22
aug
385
9
-1
0
unknown
0no
35
technician
married
secondary
no
700
yes
no
unknown
23
may
240
2
-1
0
unknown
0no
55
retired
married
primary
no
-966
no
yes
cellular
14
may
104
1
-1
0
unknown
0no
34
admin.
married
secondary
no
96
no
no
cellular
29
aug
109
2
-1
0
unknown
0no
58
retired
married
primary
no
4,007
no
no
cellular
30
nov
598
4
-1
0
unknown
0no
50
management
single
tertiary
no
567
yes
no
unknown
16
may
274
8
-1
0
unknown
0no
31
technician
single
secondary
no
40
no
no
cellular
7
aug
123
2
-1
0
unknown
0no
47
admin.
divorced
secondary
no
136
no
yes
cellular
23
jul
70
1
-1
0
unknown
0no
38
self-employed
single
tertiary
no
917
yes
no
unknown
23
may
260
1
-1
0
unknown
0no
46
management
single
tertiary
no
593
yes
no
cellular
29
jan
190
3
-1
0
unknown
0no
42
blue-collar
married
primary
no
505
yes
no
unknown
14
may
521
2
-1
0
unknown
0no
34
blue-collar
married
secondary
no
2,542
yes
no
cellular
14
may
228
1
-1
0
unknown
0no
37
management
married
tertiary
no
5,355
no
no
telephone
17
feb
466
4
-1
0
unknown
1yes