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
34
management
married
tertiary
no
436
yes
no
cellular
17
apr
28
1
345
1
failure
0no
48
blue-collar
married
primary
no
559
yes
no
unknown
15
may
1,231
2
-1
0
unknown
0no
31
management
married
tertiary
no
1,170
no
no
cellular
20
aug
200
4
-1
0
unknown
0no
46
management
divorced
tertiary
no
25
no
no
unknown
26
may
103
2
-1
0
unknown
0no
40
services
married
secondary
no
1,325
no
no
unknown
11
jun
150
2
-1
0
unknown
0no
39
entrepreneur
married
secondary
no
0
no
no
cellular
21
nov
108
7
-1
0
unknown
0no
33
technician
single
secondary
no
647
yes
yes
cellular
4
feb
124
1
273
1
other
0no
50
blue-collar
married
primary
no
2,142
yes
no
cellular
29
jan
309
2
224
1
other
0no
84
retired
divorced
primary
no
639
no
no
telephone
18
may
353
3
-1
0
unknown
1yes
40
blue-collar
married
primary
no
177
yes
yes
telephone
21
jul
742
4
-1
0
unknown
0no
55
management
married
tertiary
no
236
no
no
cellular
4
aug
200
1
-1
0
unknown
0no
40
services
divorced
secondary
no
1,959
yes
no
unknown
30
may
177
1
-1
0
unknown
0no
46
admin.
married
primary
no
96
no
no
telephone
4
feb
151
2
-1
0
unknown
0no
43
self-employed
single
tertiary
no
0
no
no
unknown
19
jun
147
1
-1
0
unknown
0no
34
blue-collar
married
secondary
no
250
yes
no
unknown
29
may
193
6
-1
0
unknown
0no
35
technician
single
secondary
no
126
no
no
cellular
22
aug
112
2
-1
0
unknown
0no
57
retired
married
unknown
no
1,621
yes
no
unknown
19
jun
108
1
-1
0
unknown
0no
25
student
single
secondary
no
8
no
no
cellular
22
apr
107
2
-1
0
unknown
1yes
32
self-employed
married
tertiary
no
189
yes
no
unknown
6
jun
106
2
-1
0
unknown
0no
52
retired
single
secondary
no
316
no
no
cellular
12
may
463
3
-1
0
unknown
0no
31
self-employed
single
tertiary
yes
-282
yes
no
cellular
20
nov
131
3
-1
0
unknown
0no
34
management
married
tertiary
no
-308
yes
no
cellular
30
apr
140
2
-1
0
unknown
0no
42
technician
divorced
secondary
no
248
no
no
cellular
19
aug
163
4
-1
0
unknown
0no
47
blue-collar
divorced
primary
no
126
yes
no
unknown
3
jun
2,456
2
-1
0
unknown
1yes
50
self-employed
divorced
tertiary
no
13
yes
no
cellular
20
apr
76
1
-1
0
unknown
1yes
30
technician
married
secondary
no
-393
yes
yes
cellular
16
jul
435
1
-1
0
unknown
1yes
33
services
single
secondary
no
358
yes
no
cellular
7
may
302
1
356
3
failure
0no
56
technician
single
tertiary
no
917
no
no
unknown
9
jun
306
1
-1
0
unknown
0no
34
admin.
divorced
secondary
no
1,268
yes
no
cellular
15
may
259
3
-1
0
unknown
0no
33
technician
married
secondary
no
-163
yes
yes
cellular
8
aug
502
2
-1
0
unknown
0no
32
management
single
tertiary
no
473
yes
no
cellular
11
may
72
2
361
1
other
0no
34
management
married
tertiary
no
4,831
yes
no
cellular
4
feb
265
1
-1
0
unknown
0no
37
technician
married
secondary
no
1,063
yes
no
cellular
31
jul
413
2
-1
0
unknown
0no
30
management
married
secondary
no
0
yes
no
cellular
12
may
756
3
-1
0
unknown
0no
29
blue-collar
married
secondary
no
424
yes
yes
unknown
14
may
241
2
-1
0
unknown
0no
56
unemployed
divorced
primary
no
802
no
no
telephone
3
feb
258
2
-1
0
unknown
0no
31
management
married
tertiary
no
430
yes
no
cellular
25
jul
137
16
-1
0
unknown
0no
59
unknown
married
unknown
no
3,940
no
no
unknown
5
jun
48
2
-1
0
unknown
0no
36
housemaid
married
secondary
no
2,880
no
no
unknown
12
jun
283
1
-1
0
unknown
0no
51
blue-collar
divorced
secondary
no
1,069
yes
no
unknown
30
may
247
2
-1
0
unknown
0no
54
self-employed
divorced
primary
no
4,382
yes
no
telephone
18
may
193
4
-1
0
unknown
0no
37
management
married
tertiary
no
0
no
no
cellular
11
mar
129
4
107
2
failure
0no
32
technician
married
tertiary
no
3,939
no
no
cellular
8
aug
209
2
-1
0
unknown
0no
42
self-employed
married
tertiary
no
753
no
no
unknown
17
jun
31
1
-1
0
unknown
0no
29
blue-collar
married
secondary
no
358
no
no
cellular
21
jul
88
5
-1
0
unknown
0no
52
blue-collar
married
primary
no
1,141
yes
no
cellular
12
may
22
5
-1
0
unknown
0no
40
technician
married
secondary
no
1,259
no
no
unknown
20
may
234
5
-1
0
unknown
0no
30
services
married
secondary
no
227
no
yes
unknown
3
jun
23
1
-1
0
unknown
0no
55
entrepreneur
divorced
secondary
no
538
yes
no
cellular
7
aug
353
2
-1
0
unknown
1yes
49
management
married
tertiary
no
92
yes
no
unknown
6
may
221
2
-1
0
unknown
0no
33
technician
married
tertiary
no
8,023
no
no
cellular
25
feb
196
1
87
4
failure
0no
32
services
single
secondary
no
2,478
no
yes
cellular
20
nov
395
1
-1
0
unknown
0no
21
student
single
secondary
no
6,844
no
no
cellular
14
aug
126
3
127
7
other
0no
42
technician
married
secondary
no
440
yes
no
cellular
3
feb
13
5
-1
0
unknown
0no
56
self-employed
married
secondary
no
800
no
yes
cellular
9
jul
170
1
-1
0
unknown
0no
39
unknown
single
secondary
no
914
no
no
unknown
5
jun
20
1
-1
0
unknown
0no
30
entrepreneur
single
secondary
no
638
no
no
cellular
14
jul
358
6
-1
0
unknown
0no
55
retired
married
secondary
no
159
no
no
cellular
28
aug
159
1
-1
0
unknown
0no
43
blue-collar
married
primary
no
483
yes
no
cellular
12
may
225
3
-1
0
unknown
0no
53
unemployed
married
secondary
no
94
no
no
cellular
10
aug
493
1
181
14
success
1yes
57
retired
married
secondary
no
1,044
no
no
telephone
11
jan
585
1
192
2
success
1yes
39
self-employed
single
unknown
no
0
no
no
unknown
20
jun
13
11
-1
0
unknown
0no
56
technician
divorced
tertiary
no
401
yes
no
telephone
20
nov
26
1
-1
0
unknown
0no
29
services
single
unknown
no
33
no
no
unknown
1
jul
161
1
-1
0
unknown
0no
38
blue-collar
married
primary
no
506
yes
yes
unknown
12
jun
122
1
-1
0
unknown
0no
59
management
married
tertiary
no
1,881
no
no
cellular
19
nov
456
2
-1
0
unknown
0no
42
technician
single
unknown
no
344
yes
no
unknown
3
jun
26
7
-1
0
unknown
0no
46
blue-collar
married
primary
no
0
yes
no
unknown
12
may
51
9
-1
0
unknown
0no
31
admin.
married
secondary
no
3
yes
no
cellular
28
jul
37
12
-1
0
unknown
0no
35
services
divorced
secondary
no
221
yes
no
cellular
14
may
150
1
360
1
failure
0no
50
self-employed
married
secondary
no
36
no
no
cellular
13
aug
104
10
-1
0
unknown
0no
42
blue-collar
married
primary
no
969
yes
no
cellular
13
may
721
1
-1
0
unknown
0no
36
services
single
secondary
no
760
no
no
unknown
20
jun
9
13
-1
0
unknown
0no
25
admin.
single
tertiary
no
220
no
no
cellular
26
may
68
1
-1
0
unknown
0no
42
management
single
tertiary
no
10,907
no
no
cellular
4
may
74
3
-1
0
unknown
0no
27
student
single
tertiary
no
-148
yes
no
cellular
11
sep
146
3
224
1
other
0no
32
blue-collar
married
primary
no
415
yes
no
unknown
2
jun
777
4
-1
0
unknown
1yes
57
management
married
tertiary
no
1,341
yes
no
unknown
8
may
339
2
-1
0
unknown
0no
48
blue-collar
married
secondary
no
865
yes
no
cellular
13
may
78
2
-1
0
unknown
0no
34
blue-collar
divorced
secondary
no
-566
yes
no
unknown
26
may
248
2
-1
0
unknown
0no
33
services
married
secondary
no
210
yes
yes
unknown
20
may
201
1
-1
0
unknown
0no
26
technician
single
secondary
no
1,275
yes
no
unknown
20
jun
18
9
-1
0
unknown
0no
50
blue-collar
married
secondary
no
579
no
no
cellular
26
aug
83
4
-1
0
unknown
0no
60
technician
single
tertiary
no
2,934
no
no
cellular
8
aug
233
2
-1
0
unknown
0no
47
management
married
tertiary
no
6,637
yes
no
cellular
17
apr
174
2
-1
0
unknown
0no
31
management
married
tertiary
no
271
no
no
cellular
18
nov
89
1
-1
0
unknown
0no
52
technician
married
tertiary
no
0
no
no
cellular
9
aug
145
3
94
4
success
0no
36
services
married
secondary
no
472
yes
no
unknown
19
jun
1,017
1
-1
0
unknown
0no
43
blue-collar
married
primary
no
487
yes
no
unknown
7
may
548
2
-1
0
unknown
0no
30
technician
single
tertiary
no
699
yes
no
cellular
11
aug
213
4
-1
0
unknown
0no
32
blue-collar
married
secondary
no
150
no
no
cellular
5
feb
210
1
-1
0
unknown
0no
31
management
single
tertiary
no
1,130
yes
no
cellular
17
apr
224
3
74
4
failure
0no
29
management
single
secondary
no
584
yes
no
unknown
16
jun
541
19
-1
0
unknown
0no
48
services
divorced
secondary
no
3,186
no
yes
cellular
9
apr
104
1
-1
0
unknown
0no
32
services
single
secondary
no
133
no
no
cellular
15
apr
171
1
-1
0
unknown
1yes
30
housemaid
single
tertiary
no
868
no
no
cellular
7
aug
387
2
-1
0
unknown
0no
48
blue-collar
married
secondary
no
480
yes
no
cellular
15
may
830
1
352
2
failure
1yes
51
blue-collar
married
unknown
no
1,883
yes
no
unknown
5
may
57
1
-1
0
unknown
0no
34
management
married
tertiary
no
606
no
no
cellular
20
apr
97
1
-1
0
unknown
1yes
35
blue-collar
married
secondary
no
603
yes
no
cellular
17
apr
474
2
-1
0
unknown
0no