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
70
retired
divorced
primary
no
4,531
no
no
cellular
18
may
445
1
-1
0
unknown
0no
65
retired
divorced
primary
no
1,840
no
no
cellular
1
jun
383
2
188
5
failure
0no
56
blue-collar
married
secondary
no
345
yes
no
telephone
22
jul
605
1
-1
0
unknown
0no
35
blue-collar
married
secondary
no
1,287
yes
no
cellular
14
jul
330
2
-1
0
unknown
0no
56
management
married
unknown
no
353
no
yes
cellular
25
jul
171
2
-1
0
unknown
0no
56
technician
married
secondary
no
205
no
yes
cellular
23
jul
442
2
-1
0
unknown
0no
49
entrepreneur
married
secondary
no
687
yes
no
cellular
17
apr
772
1
-1
0
unknown
1yes
38
unemployed
married
primary
no
1,147
yes
yes
unknown
8
may
249
5
-1
0
unknown
0no
35
management
married
tertiary
no
4,286
yes
no
unknown
9
may
357
1
-1
0
unknown
0no
38
admin.
married
tertiary
no
605
no
no
cellular
18
nov
147
2
-1
0
unknown
0no
49
blue-collar
married
secondary
no
8,545
yes
yes
cellular
6
may
199
7
167
1
failure
0no
55
management
married
unknown
no
559
no
no
cellular
28
jan
271
2
-1
0
unknown
0no
43
blue-collar
single
primary
no
2
yes
no
cellular
30
jul
783
3
-1
0
unknown
0no
43
management
married
tertiary
no
2
no
yes
cellular
20
aug
472
2
-1
0
unknown
0no
25
admin.
single
tertiary
no
760
yes
no
cellular
27
may
223
3
89
2
failure
1yes
30
blue-collar
married
primary
no
1,317
yes
no
unknown
21
may
395
2
-1
0
unknown
0no
46
blue-collar
married
secondary
no
182
no
no
cellular
4
feb
56
1
-1
0
unknown
0no
50
admin.
married
primary
no
276
no
yes
unknown
17
jun
641
6
-1
0
unknown
0no
35
entrepreneur
married
secondary
no
2,971
no
no
cellular
4
may
429
4
164
2
failure
1yes
26
unemployed
single
secondary
no
1,064
no
no
unknown
31
may
113
1
-1
0
unknown
0no
45
admin.
married
unknown
no
1,783
no
no
unknown
20
jun
11
11
-1
0
unknown
0no
37
blue-collar
married
secondary
no
-67
no
no
cellular
2
feb
157
1
-1
0
unknown
0no
60
self-employed
single
tertiary
no
179
no
yes
cellular
29
jul
79
4
-1
0
unknown
0no
38
management
married
tertiary
no
1,199
no
no
cellular
4
aug
178
1
1
1
success
1yes
47
blue-collar
married
primary
no
214
yes
yes
unknown
9
jun
168
1
-1
0
unknown
0no
33
technician
married
secondary
no
6,699
no
no
cellular
9
nov
425
1
462
1
failure
0no
51
unemployed
married
secondary
no
1,760
no
yes
cellular
19
nov
162
1
-1
0
unknown
0no
35
entrepreneur
single
tertiary
no
145
yes
no
cellular
18
jul
799
2
-1
0
unknown
1yes
35
unemployed
married
secondary
no
978
no
no
cellular
29
dec
1,370
3
209
3
success
1yes
48
admin.
single
secondary
no
1,150
yes
no
unknown
28
may
357
1
-1
0
unknown
0no
37
admin.
married
secondary
no
121
no
no
cellular
22
jul
22
6
-1
0
unknown
0no
29
technician
single
tertiary
no
828
yes
no
cellular
16
apr
215
3
321
3
other
0no
34
admin.
married
secondary
no
244
yes
no
cellular
31
jul
56
4
-1
0
unknown
0no
32
services
married
primary
no
228
yes
no
cellular
21
jul
1,017
6
-1
0
unknown
1yes
30
management
single
tertiary
no
424
no
no
cellular
16
apr
298
4
-1
0
unknown
1yes
47
management
divorced
tertiary
no
447
no
yes
unknown
7
may
126
1
-1
0
unknown
0no
33
blue-collar
married
primary
no
-195
no
no
unknown
20
sep
9
1
-1
0
unknown
0no
33
management
single
tertiary
no
1,410
yes
no
cellular
5
feb
8
1
254
5
failure
0no
63
retired
married
primary
no
1,084
no
no
cellular
14
oct
201
1
183
1
success
0no
51
self-employed
divorced
primary
no
10,924
no
no
cellular
6
may
106
2
-1
0
unknown
0no
41
management
married
tertiary
no
832
yes
yes
cellular
21
nov
164
1
176
1
failure
0no
56
retired
married
tertiary
no
478
no
no
cellular
5
feb
97
1
-1
0
unknown
0no
60
management
single
tertiary
no
0
no
yes
cellular
23
jul
151
1
-1
0
unknown
0no
41
self-employed
single
tertiary
no
3,950
yes
no
unknown
30
may
96
2
-1
0
unknown
0no
37
management
single
unknown
no
504
yes
no
cellular
16
apr
555
1
-1
0
unknown
0no
36
blue-collar
single
secondary
no
219
yes
yes
cellular
11
may
270
2
347
1
failure
0no
57
management
married
tertiary
no
1,602
no
no
cellular
29
jul
339
3
-1
0
unknown
0no
55
management
married
primary
no
2,587
no
no
cellular
4
sep
328
2
94
2
success
1yes
44
admin.
married
secondary
no
0
yes
yes
unknown
16
may
159
1
-1
0
unknown
0no
47
self-employed
married
tertiary
no
2,303
yes
no
cellular
6
may
323
2
364
1
failure
0no
31
blue-collar
married
secondary
no
1,660
yes
no
cellular
20
apr
342
1
-1
0
unknown
0no
35
management
married
tertiary
yes
32
yes
no
cellular
21
nov
180
1
-1
0
unknown
0no
39
management
married
tertiary
no
278
no
yes
cellular
28
jul
60
3
-1
0
unknown
0no
50
management
married
tertiary
no
4
no
no
cellular
17
nov
223
1
96
2
failure
0no
29
management
married
tertiary
no
318
yes
no
cellular
18
may
1,434
2
356
4
failure
0no
30
services
single
secondary
no
209
yes
no
unknown
6
may
30
2
-1
0
unknown
0no
46
services
married
secondary
no
271
yes
no
unknown
16
may
134
4
-1
0
unknown
0no
27
management
single
unknown
no
3,196
no
no
cellular
9
feb
10
2
-1
0
unknown
0no
48
admin.
divorced
secondary
no
4,099
no
no
cellular
2
apr
397
2
-1
0
unknown
1yes
26
student
single
secondary
no
2,572
yes
no
cellular
5
may
620
1
-1
0
unknown
0no
36
management
single
tertiary
no
339
no
no
cellular
21
nov
6
6
-1
0
unknown
0no
42
blue-collar
married
primary
no
0
yes
yes
cellular
7
may
209
2
-1
0
unknown
0no
50
housemaid
married
primary
no
395
yes
no
unknown
15
may
419
2
-1
0
unknown
0no
49
blue-collar
married
secondary
no
2,039
yes
no
cellular
18
nov
283
2
-1
0
unknown
0no
45
management
married
tertiary
no
5,450
no
no
cellular
8
aug
188
2
-1
0
unknown
0no
23
student
single
secondary
no
780
no
no
cellular
16
sep
267
1
-1
0
unknown
0no
38
technician
single
secondary
no
0
yes
no
cellular
7
apr
196
2
-1
0
unknown
0no
32
management
single
tertiary
no
8,436
yes
no
cellular
17
apr
245
1
149
2
failure
0no
60
technician
single
primary
no
11,262
no
no
cellular
26
aug
323
1
-1
0
unknown
1yes
30
entrepreneur
married
secondary
no
946
yes
no
cellular
19
nov
1,065
1
183
1
other
0no
58
housemaid
married
tertiary
no
497
no
no
unknown
11
jun
138
5
-1
0
unknown
0no
60
retired
married
primary
no
55
no
no
cellular
4
jun
207
1
-1
0
unknown
0no
38
services
married
secondary
no
-140
no
no
unknown
25
jun
456
3
-1
0
unknown
0no
51
technician
married
secondary
no
-379
yes
no
cellular
5
aug
261
1
-1
0
unknown
0no
42
admin.
married
secondary
no
-396
yes
no
cellular
11
may
80
1
308
4
failure
0no
30
services
single
secondary
no
0
yes
no
cellular
18
may
131
6
363
9
failure
0no
40
management
married
primary
no
733
yes
no
unknown
6
jun
94
7
-1
0
unknown
0no
37
management
married
tertiary
no
393
yes
no
cellular
14
may
567
3
275
4
failure
1yes
53
technician
divorced
primary
no
7,290
yes
no
unknown
30
may
153
1
-1
0
unknown
0no
27
services
single
secondary
no
468
yes
no
cellular
13
may
109
1
-1
0
unknown
0no
39
blue-collar
married
secondary
no
0
yes
no
cellular
30
apr
53
1
325
1
failure
0no
39
blue-collar
married
primary
no
3,705
yes
no
unknown
16
jun
77
1
-1
0
unknown
0no
59
retired
married
tertiary
no
9,676
no
no
telephone
27
mar
234
2
-1
0
unknown
1yes
37
services
married
secondary
no
1,328
yes
no
telephone
13
may
121
2
341
4
failure
0no
41
blue-collar
married
primary
no
8
yes
no
cellular
15
jul
155
2
-1
0
unknown
0no
45
blue-collar
married
primary
no
61
no
no
cellular
17
apr
108
1
-1
0
unknown
0no
48
management
married
tertiary
no
6,613
no
no
unknown
17
jun
159
3
-1
0
unknown
0no
48
technician
married
secondary
no
302
yes
no
unknown
26
may
208
3
-1
0
unknown
0no
32
blue-collar
married
secondary
no
1,005
no
no
cellular
12
may
215
1
-1
0
unknown
0no
35
services
married
secondary
no
109
yes
no
unknown
6
may
597
3
-1
0
unknown
0no
33
management
single
tertiary
no
1,240
yes
no
cellular
4
feb
505
2
260
1
other
0no
28
blue-collar
single
primary
no
0
yes
yes
unknown
3
jun
380
4
-1
0
unknown
0no
64
retired
married
unknown
no
2,923
no
no
cellular
12
mar
120
1
-1
0
unknown
0no
35
technician
married
secondary
no
0
no
no
cellular
27
aug
106
4
-1
0
unknown
0no
33
blue-collar
married
secondary
no
43
yes
no
cellular
14
may
332
2
358
2
failure
0no
41
technician
married
secondary
no
288
yes
no
unknown
15
may
221
4
-1
0
unknown
0no
34
admin.
married
secondary
no
613
yes
no
cellular
4
jun
80
1
-1
0
unknown
0no
37
technician
single
tertiary
no
6,101
no
no
cellular
4
may
60
5
87
1
success
0no
38
blue-collar
married
primary
no
168
yes
yes
telephone
13
may
212
3
-1
0
unknown
0no
39
blue-collar
married
primary
no
7,685
yes
no
cellular
14
apr
493
3
-1
0
unknown
0no