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
53
technician
married
tertiary
no
431
yes
no
unknown
11
jun
74
1
-1
0
unknown
0no
60
services
married
tertiary
no
4,256
yes
no
cellular
16
aug
239
3
761
1
other
1yes
33
management
divorced
tertiary
no
0
yes
yes
cellular
19
aug
275
8
-1
0
unknown
0no
52
services
divorced
secondary
no
238
yes
no
cellular
6
may
101
1
362
5
other
0no
64
retired
married
tertiary
no
846
no
no
cellular
11
feb
671
1
181
3
failure
1yes
40
blue-collar
single
secondary
no
3
no
no
cellular
19
nov
998
1
-1
0
unknown
1yes
52
admin.
married
secondary
no
693
no
no
unknown
12
jun
271
1
-1
0
unknown
0no
28
student
single
secondary
no
0
yes
no
unknown
15
may
133
3
-1
0
unknown
0no
49
management
married
secondary
no
362
yes
no
unknown
4
jun
84
2
-1
0
unknown
0no
28
technician
single
secondary
no
618
yes
no
cellular
7
may
281
1
-1
0
unknown
0no
29
technician
single
tertiary
no
2,893
yes
no
unknown
3
jun
250
1
-1
0
unknown
0no
87
retired
married
primary
no
230
no
no
cellular
30
oct
144
1
-1
0
unknown
1yes
37
management
divorced
secondary
no
1,287
yes
no
cellular
14
may
432
1
-1
0
unknown
0no
36
services
married
primary
no
179
no
no
unknown
9
jun
411
1
-1
0
unknown
0no
35
self-employed
married
tertiary
no
980
no
no
cellular
2
aug
428
2
336
6
failure
0no
33
admin.
married
tertiary
no
79
yes
no
cellular
22
oct
249
2
335
2
failure
1yes
60
admin.
married
secondary
no
3,043
no
no
cellular
19
aug
235
3
-1
0
unknown
0no
25
management
single
tertiary
no
808
no
no
cellular
18
sep
267
2
114
2
failure
1yes
69
retired
married
secondary
no
745
no
no
telephone
9
sep
595
1
-1
0
unknown
0no
41
student
married
secondary
no
1,309
no
no
unknown
20
jun
28
4
-1
0
unknown
0no
48
management
single
secondary
no
290
yes
no
cellular
21
jul
257
2
-1
0
unknown
0no
35
blue-collar
divorced
primary
no
1,792
yes
no
cellular
31
jul
630
6
-1
0
unknown
1yes
30
blue-collar
single
secondary
no
178
yes
no
unknown
20
may
747
5
-1
0
unknown
0no
59
management
married
tertiary
no
0
no
no
cellular
27
aug
87
4
-1
0
unknown
0no
32
management
single
tertiary
no
537
no
no
unknown
29
may
187
3
-1
0
unknown
0no
28
blue-collar
single
secondary
no
416
yes
no
unknown
13
may
452
2
-1
0
unknown
0no
60
blue-collar
married
primary
no
1,472
no
no
unknown
20
jun
36
4
-1
0
unknown
0no
36
management
married
primary
no
3,953
yes
no
cellular
19
nov
277
1
-1
0
unknown
0no
32
management
single
tertiary
no
112
yes
no
cellular
5
may
118
1
-1
0
unknown
0no
34
management
divorced
tertiary
no
13,204
yes
yes
cellular
20
nov
197
2
-1
0
unknown
0no
58
blue-collar
married
secondary
no
0
no
yes
cellular
14
apr
101
5
-1
0
unknown
0no
53
management
married
unknown
no
2,240
yes
no
cellular
2
jun
282
2
385
1
success
1yes
31
management
married
tertiary
no
22,546
yes
no
cellular
14
may
8
6
267
4
failure
0no
33
admin.
married
secondary
no
0
yes
no
telephone
17
jul
1,448
7
-1
0
unknown
1yes
46
unemployed
divorced
primary
no
23
no
no
cellular
21
nov
344
1
-1
0
unknown
0no
29
blue-collar
married
secondary
no
228
yes
no
cellular
11
may
12
8
342
9
failure
0no
37
self-employed
married
secondary
no
215
yes
no
unknown
6
jun
61
1
-1
0
unknown
0no
58
blue-collar
married
primary
no
23
yes
no
unknown
20
may
91
6
-1
0
unknown
0no
34
management
married
secondary
no
293
yes
no
unknown
21
may
162
3
-1
0
unknown
0no
34
blue-collar
divorced
secondary
no
0
no
yes
unknown
21
may
339
1
-1
0
unknown
0no
49
entrepreneur
married
primary
no
199
no
no
unknown
13
may
113
2
-1
0
unknown
0no
53
admin.
married
secondary
no
459
no
no
cellular
5
apr
558
1
-1
0
unknown
1yes
42
unemployed
married
secondary
no
8,131
yes
no
unknown
30
may
69
1
-1
0
unknown
0no
40
services
married
secondary
no
-378
yes
yes
cellular
13
may
541
1
295
6
failure
0no
30
blue-collar
single
primary
no
395
no
no
cellular
21
nov
429
1
-1
0
unknown
0no
31
technician
divorced
secondary
no
10,787
yes
no
unknown
4
jun
135
2
-1
0
unknown
0no
55
admin.
married
secondary
no
865
yes
no
cellular
27
oct
96
1
111
3
failure
0no
36
management
married
tertiary
no
340
yes
no
cellular
20
apr
68
2
-1
0
unknown
0no
31
blue-collar
single
secondary
no
1,882
no
no
cellular
7
may
529
2
-1
0
unknown
0no
26
management
married
tertiary
no
265
no
no
cellular
30
jan
650
2
-1
0
unknown
0no
31
admin.
married
secondary
no
389
yes
no
cellular
7
dec
69
1
185
2
failure
0no
49
admin.
married
secondary
no
0
yes
yes
cellular
29
jul
71
7
-1
0
unknown
0no
54
management
married
tertiary
no
384
yes
no
cellular
12
may
30
7
-1
0
unknown
0no
47
management
divorced
tertiary
no
94
yes
no
cellular
31
jul
9
19
-1
0
unknown
0no
61
management
married
secondary
no
1,471
no
no
cellular
12
aug
331
2
-1
0
unknown
0no
49
blue-collar
married
primary
no
937
yes
no
unknown
12
jun
66
1
-1
0
unknown
0no
51
technician
married
secondary
no
500
yes
no
cellular
20
nov
26
6
-1
0
unknown
0no
53
blue-collar
married
primary
no
25
yes
no
unknown
6
may
266
3
-1
0
unknown
0no
35
management
married
tertiary
no
365
no
no
cellular
21
nov
168
2
-1
0
unknown
0no
25
unemployed
single
secondary
no
34
no
yes
unknown
4
jul
316
1
-1
0
unknown
0no
79
retired
married
primary
no
429
no
no
telephone
8
jul
1,006
2
-1
0
unknown
1yes
53
technician
married
primary
no
6,839
yes
no
cellular
19
nov
77
1
-1
0
unknown
0no
21
student
single
secondary
no
6
no
no
unknown
9
may
622
1
-1
0
unknown
0no
33
blue-collar
married
secondary
no
467
yes
no
unknown
21
may
494
2
-1
0
unknown
0no
40
self-employed
divorced
secondary
no
1,876
no
yes
unknown
20
jun
269
1
-1
0
unknown
0no
34
entrepreneur
married
secondary
no
1,847
yes
no
cellular
9
apr
543
3
321
6
failure
0no
52
unknown
married
primary
no
247
no
no
cellular
29
jul
268
6
-1
0
unknown
0no
27
admin.
married
secondary
no
897
no
no
cellular
5
jun
397
1
-1
0
unknown
1yes
57
services
divorced
secondary
no
4,664
no
no
cellular
21
nov
22
4
114
1
failure
0no
51
self-employed
divorced
secondary
no
1,291
yes
no
unknown
3
jun
51
2
-1
0
unknown
0no
31
student
single
tertiary
no
64
no
no
cellular
15
sep
208
1
105
2
success
0no
49
unemployed
married
tertiary
no
-471
yes
no
cellular
20
nov
77
3
185
7
failure
0no
32
management
single
tertiary
no
1,160
yes
yes
unknown
11
jun
450
2
-1
0
unknown
0no
28
admin.
single
tertiary
no
14
no
no
cellular
1
jun
201
1
-1
0
unknown
0no
33
blue-collar
married
secondary
no
26
yes
no
cellular
17
apr
342
3
332
1
other
0no
50
blue-collar
married
unknown
no
452
no
no
cellular
20
aug
181
2
-1
0
unknown
0no
42
blue-collar
single
secondary
no
382
yes
no
cellular
13
may
294
1
-1
0
unknown
0no
45
admin.
married
unknown
no
2,033
no
no
cellular
30
nov
123
1
186
4
failure
0no
34
unemployed
married
secondary
no
0
yes
no
cellular
13
may
172
1
-1
0
unknown
0no
56
admin.
divorced
unknown
no
789
yes
no
cellular
8
may
1,022
1
360
2
failure
0no
33
blue-collar
single
secondary
no
142
yes
no
cellular
14
may
123
1
360
3
other
0no
34
admin.
married
secondary
no
645
yes
no
unknown
19
may
420
1
-1
0
unknown
0no
37
blue-collar
married
unknown
no
897
yes
no
cellular
13
apr
119
2
280
2
failure
0no
37
blue-collar
married
secondary
no
103
yes
no
cellular
12
may
153
1
-1
0
unknown
0no
35
admin.
single
secondary
no
847
yes
no
cellular
11
may
85
2
-1
0
unknown
0no
38
unknown
single
tertiary
no
0
no
no
cellular
11
sep
260
3
95
3
success
1yes
32
blue-collar
married
secondary
no
517
yes
no
unknown
5
may
528
1
-1
0
unknown
0no
52
technician
single
tertiary
no
1,308
yes
no
unknown
29
may
361
1
-1
0
unknown
0no
49
services
married
secondary
no
66
yes
yes
cellular
21
nov
59
4
-1
0
unknown
0no
46
management
divorced
secondary
no
361
yes
no
unknown
19
may
86
7
-1
0
unknown
0no
42
entrepreneur
married
primary
yes
66
yes
yes
cellular
6
feb
139
1
-1
0
unknown
0no
36
blue-collar
married
unknown
no
70
yes
no
unknown
8
may
219
4
-1
0
unknown
0no
32
services
married
secondary
no
180
yes
no
telephone
15
may
45
2
-1
0
unknown
0no
49
technician
married
tertiary
no
279
yes
no
unknown
19
may
168
4
-1
0
unknown
0no
46
services
married
secondary
no
4
no
no
cellular
30
apr
268
1
261
5
other
1yes
40
entrepreneur
married
secondary
no
1,416
yes
no
unknown
14
may
210
2
-1
0
unknown
0no
36
admin.
married
secondary
no
465
yes
no
unknown
20
may
160
1
-1
0
unknown
0no
36
admin.
married
secondary
no
998
yes
no
unknown
14
may
1,044
2
-1
0
unknown
0no
34
technician
married
secondary
no
550
no
yes
cellular
9
jul
601
1
-1
0
unknown
0no
46
management
married
tertiary
no
1,285
yes
no
unknown
27
may
89
1
-1
0
unknown
0no