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
66
retired
married
primary
no
747
no
no
telephone
28
jan
203
3
93
1
failure
0no
44
blue-collar
married
primary
no
2,657
yes
no
unknown
20
jun
202
2
-1
0
unknown
0no
61
retired
married
secondary
no
313
no
yes
unknown
3
jul
42
1
-1
0
unknown
0no
34
admin.
married
secondary
no
61
no
yes
unknown
5
may
21
1
-1
0
unknown
0no
33
admin.
single
secondary
no
2,557
yes
no
cellular
18
may
186
1
-1
0
unknown
0no
30
services
divorced
secondary
no
0
yes
no
cellular
13
may
172
1
-1
0
unknown
0no
27
services
divorced
secondary
no
10
yes
no
cellular
22
jul
527
1
-1
0
unknown
0no
37
services
married
secondary
no
658
yes
no
telephone
23
jul
175
1
-1
0
unknown
0no
38
blue-collar
married
primary
no
1,679
yes
no
unknown
20
jun
21
18
-1
0
unknown
0no
35
management
single
tertiary
no
0
no
yes
cellular
14
aug
370
4
-1
0
unknown
0no
50
technician
married
secondary
no
841
yes
no
unknown
29
may
54
2
-1
0
unknown
0no
39
management
married
secondary
no
0
yes
no
cellular
27
aug
63
3
-1
0
unknown
0no
35
management
married
secondary
no
1,160
yes
no
unknown
27
may
116
3
-1
0
unknown
0no
36
admin.
divorced
secondary
no
-37
yes
no
unknown
27
may
151
1
-1
0
unknown
0no
28
services
single
secondary
no
94
yes
no
cellular
16
apr
300
1
-1
0
unknown
0no
39
self-employed
married
tertiary
no
585
yes
no
cellular
18
nov
48
1
181
3
failure
0no
39
self-employed
married
secondary
no
235
no
no
unknown
9
jun
217
1
-1
0
unknown
0no
30
blue-collar
single
secondary
no
2,145
yes
no
cellular
18
may
727
2
-1
0
unknown
1yes
32
services
married
secondary
no
1,464
yes
no
unknown
3
jun
193
1
-1
0
unknown
0no
28
technician
married
secondary
no
232
yes
yes
cellular
29
jan
72
1
261
1
failure
0no
47
technician
married
primary
no
187
yes
no
unknown
9
may
165
1
-1
0
unknown
0no
53
management
married
tertiary
no
12
no
no
cellular
27
aug
345
10
-1
0
unknown
0no
57
blue-collar
married
primary
no
318
yes
no
unknown
27
may
206
2
-1
0
unknown
0no
47
services
married
secondary
no
405
no
yes
cellular
8
aug
994
2
-1
0
unknown
1yes
56
management
married
tertiary
no
334
yes
no
unknown
15
may
127
2
-1
0
unknown
0no
38
admin.
married
primary
no
0
yes
no
unknown
2
jun
29
32
-1
0
unknown
0no
52
blue-collar
married
primary
no
2
no
no
unknown
9
jun
70
3
-1
0
unknown
0no
46
technician
married
secondary
no
966
yes
yes
cellular
19
aug
40
2
-1
0
unknown
0no
57
blue-collar
married
primary
yes
195
no
yes
telephone
30
jul
185
4
-1
0
unknown
0no
42
blue-collar
divorced
unknown
no
0
no
no
cellular
7
jul
64
2
-1
0
unknown
0no
57
unemployed
married
secondary
no
0
no
no
unknown
19
jun
97
1
-1
0
unknown
0no
51
housemaid
married
secondary
no
260
no
no
cellular
27
aug
316
5
-1
0
unknown
0no
53
self-employed
married
tertiary
no
451
yes
no
cellular
2
feb
125
1
249
2
failure
0no
37
blue-collar
married
primary
no
3,242
yes
no
unknown
21
may
233
1
-1
0
unknown
0no
47
self-employed
divorced
secondary
no
8,515
yes
no
unknown
20
nov
14
7
112
4
other
0no
48
management
married
tertiary
no
1,808
yes
no
cellular
26
feb
245
1
-1
0
unknown
1yes
39
blue-collar
married
primary
no
20
yes
no
unknown
7
may
109
1
-1
0
unknown
0no
42
blue-collar
married
secondary
no
3,068
yes
yes
cellular
11
may
429
2
-1
0
unknown
0no
36
management
married
tertiary
no
23
no
no
cellular
26
aug
133
11
-1
0
unknown
0no
34
technician
single
secondary
no
1,076
no
no
cellular
8
aug
70
2
-1
0
unknown
0no
61
retired
married
primary
no
1,060
yes
no
unknown
13
may
118
1
-1
0
unknown
0no
32
admin.
single
secondary
no
678
yes
no
cellular
4
feb
1,579
1
246
4
failure
1yes
35
blue-collar
single
primary
no
1,147
yes
yes
telephone
7
may
29
1
-1
0
unknown
0no
54
blue-collar
married
secondary
no
-630
no
no
unknown
23
may
173
1
-1
0
unknown
0no
31
management
married
tertiary
no
459
no
no
cellular
28
aug
13
14
-1
0
unknown
0no
45
technician
divorced
secondary
no
976
yes
no
cellular
17
apr
183
1
338
2
failure
0no
32
housemaid
married
tertiary
no
357
yes
no
cellular
18
nov
175
2
-1
0
unknown
0no
52
unemployed
married
secondary
no
-9
no
no
unknown
9
jun
123
1
-1
0
unknown
0no
36
admin.
single
secondary
no
1,927
yes
no
cellular
18
nov
288
1
137
1
other
0no
31
services
married
secondary
no
500
yes
no
unknown
6
jun
19
18
-1
0
unknown
0no
53
technician
married
secondary
no
9,146
no
no
cellular
13
aug
136
4
-1
0
unknown
0no
43
entrepreneur
married
secondary
no
59
no
no
unknown
13
may
437
2
-1
0
unknown
0no
47
housemaid
married
primary
no
0
no
no
cellular
10
aug
1,225
2
-1
0
unknown
0no
46
blue-collar
married
primary
no
328
yes
no
unknown
21
may
526
8
-1
0
unknown
0no
34
management
divorced
secondary
no
291
no
no
cellular
7
aug
91
2
-1
0
unknown
0no
55
technician
single
tertiary
no
-703
yes
no
cellular
8
may
123
3
-1
0
unknown
0no
23
admin.
single
secondary
no
589
yes
no
cellular
6
may
62
1
-1
0
unknown
0no
75
blue-collar
married
secondary
no
6,053
no
no
cellular
11
feb
865
2
190
1
failure
0no
58
admin.
married
secondary
no
1,142
no
no
telephone
4
feb
82
3
-1
0
unknown
0no
35
admin.
married
secondary
no
725
yes
no
cellular
20
nov
219
7
133
1
failure
0no
27
management
married
tertiary
no
802
no
no
cellular
22
sep
569
1
-1
0
unknown
1yes
24
technician
married
secondary
no
556
yes
no
cellular
18
aug
460
2
-1
0
unknown
1yes
48
admin.
married
secondary
no
191
yes
no
cellular
5
feb
238
3
-1
0
unknown
0no
31
technician
single
secondary
no
373
no
no
cellular
22
aug
346
5
-1
0
unknown
0no
57
technician
married
secondary
no
6,164
no
no
cellular
19
nov
161
2
-1
0
unknown
0no
53
management
married
tertiary
no
37
no
no
cellular
28
aug
51
9
-1
0
unknown
0no
42
blue-collar
married
primary
no
1,156
yes
no
telephone
20
apr
37
1
-1
0
unknown
0no
50
entrepreneur
married
secondary
no
806
yes
yes
cellular
7
may
141
8
297
2
other
0no
59
admin.
married
secondary
no
2,381
no
no
cellular
30
apr
173
2
-1
0
unknown
0no
38
services
married
secondary
no
-314
yes
no
unknown
28
may
66
2
-1
0
unknown
0no
39
blue-collar
married
secondary
no
285
yes
yes
unknown
6
may
209
1
-1
0
unknown
0no
28
blue-collar
single
primary
no
1,199
yes
no
cellular
30
jul
1,011
20
-1
0
unknown
0no
55
management
divorced
tertiary
no
481
yes
no
telephone
8
may
147
2
298
3
failure
0no
33
technician
single
tertiary
no
137
no
no
cellular
25
aug
88
4
-1
0
unknown
0no
36
blue-collar
single
secondary
no
168
yes
no
telephone
12
may
52
1
-1
0
unknown
0no
38
admin.
divorced
secondary
no
156
yes
no
unknown
17
jun
544
3
-1
0
unknown
0no
28
admin.
single
secondary
no
4,745
no
no
telephone
12
may
360
1
181
5
success
1yes
32
management
single
tertiary
no
11,797
yes
no
cellular
11
aug
95
2
-1
0
unknown
0no
35
admin.
married
secondary
no
786
no
yes
cellular
25
jul
322
1
-1
0
unknown
0no
58
technician
married
primary
no
4,015
no
no
unknown
20
jun
106
3
-1
0
unknown
0no
30
services
married
secondary
no
0
yes
no
unknown
9
may
20
1
-1
0
unknown
0no
33
blue-collar
married
secondary
no
331
yes
no
cellular
14
may
178
7
365
5
other
0no
36
blue-collar
married
secondary
no
1,554
yes
no
unknown
12
may
325
4
-1
0
unknown
0no
32
services
married
secondary
no
132
yes
yes
unknown
19
may
343
2
-1
0
unknown
0no
34
management
single
tertiary
no
5,086
no
no
cellular
25
may
213
4
-1
0
unknown
1yes
42
admin.
married
secondary
no
529
yes
yes
cellular
19
nov
193
3
-1
0
unknown
0no
41
management
married
tertiary
no
4,824
no
yes
cellular
18
jul
168
7
-1
0
unknown
0no
63
retired
married
secondary
no
474
no
no
cellular
25
jan
423
1
-1
0
unknown
1yes
38
admin.
divorced
tertiary
no
86
yes
no
unknown
6
may
218
1
-1
0
unknown
0no
54
blue-collar
married
primary
no
2,281
yes
no
unknown
20
jun
158
1
-1
0
unknown
0no
39
services
married
secondary
no
186
yes
no
cellular
17
apr
433
1
-1
0
unknown
0no
46
blue-collar
married
secondary
no
137
no
no
unknown
20
jun
252
3
-1
0
unknown
0no
37
technician
married
tertiary
no
6,968
no
no
cellular
1
jun
175
1
-1
0
unknown
0no
76
retired
divorced
primary
no
86
no
no
cellular
12
aug
192
1
-1
0
unknown
0no
28
management
single
unknown
no
81
no
yes
cellular
8
jul
158
1
-1
0
unknown
0no
33
services
married
primary
no
6,904
no
no
telephone
20
nov
114
2
-1
0
unknown
0no
46
self-employed
married
tertiary
no
137
yes
yes
unknown
5
may
246
1
-1
0
unknown
0no
30
student
single
secondary
no
25
no
no
telephone
30
apr
44
1
-1
0
unknown
0no
60
management
married
tertiary
no
759
no
no
cellular
14
aug
136
2
-1
0
unknown
0no
56
housemaid
married
tertiary
no
1,922
yes
no
cellular
24
jul
247
2
-1
0
unknown
0no