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
29
services
married
secondary
no
3
yes
no
cellular
10
jul
183
1
-1
0
unknown
0no
40
technician
single
tertiary
no
445
yes
no
cellular
24
jul
631
1
-1
0
unknown
0no
32
management
divorced
tertiary
no
874
no
no
cellular
12
aug
1,282
6
-1
0
unknown
1yes
48
blue-collar
married
secondary
no
705
no
no
unknown
13
may
108
2
-1
0
unknown
0no
59
retired
married
unknown
no
1,033
no
no
unknown
11
jun
1,199
1
-1
0
unknown
1yes
35
self-employed
divorced
tertiary
no
1,354
yes
no
unknown
23
may
736
2
-1
0
unknown
1yes
33
technician
single
tertiary
no
123
no
no
cellular
19
aug
264
1
-1
0
unknown
0no
55
retired
married
primary
no
8,894
no
no
unknown
11
jun
262
1
-1
0
unknown
0no
41
blue-collar
married
secondary
no
429
yes
no
unknown
13
may
244
1
-1
0
unknown
0no
42
housemaid
married
primary
no
14,752
no
no
unknown
19
may
107
2
-1
0
unknown
0no
46
blue-collar
married
primary
no
67
no
no
unknown
24
jun
9
1
-1
0
unknown
0no
35
housemaid
divorced
secondary
no
39
no
no
cellular
31
jul
149
2
-1
0
unknown
0no
28
technician
single
tertiary
no
102
no
no
cellular
28
jan
321
2
-1
0
unknown
0no
25
student
single
secondary
no
1,790
no
no
cellular
17
apr
224
1
322
3
failure
0no
56
management
single
tertiary
no
15,311
no
no
cellular
29
apr
157
6
-1
0
unknown
0no
30
admin.
single
secondary
no
-635
no
no
cellular
25
jul
250
1
-1
0
unknown
0no
45
blue-collar
married
secondary
no
115
no
no
cellular
11
aug
209
4
-1
0
unknown
0no
40
management
married
tertiary
no
10,786
no
no
unknown
20
jun
111
3
-1
0
unknown
0no
40
blue-collar
married
secondary
no
498
yes
no
cellular
8
may
55
2
298
4
failure
0no
39
blue-collar
married
secondary
no
1,045
yes
yes
cellular
9
jul
290
13
-1
0
unknown
0no
48
entrepreneur
married
tertiary
no
810
no
no
unknown
6
jun
383
1
-1
0
unknown
0no
31
technician
single
tertiary
no
-162
yes
no
cellular
18
may
380
1
-1
0
unknown
0no
32
management
married
tertiary
no
55
no
no
cellular
2
feb
124
3
-1
0
unknown
0no
34
services
married
secondary
no
586
yes
yes
unknown
8
may
224
2
-1
0
unknown
0no
26
technician
single
secondary
no
455
no
no
cellular
29
jan
240
1
182
8
other
0no
31
management
married
tertiary
no
1,010
yes
no
cellular
15
may
385
3
364
9
other
0no
37
management
single
tertiary
no
509
yes
no
cellular
6
may
133
1
-1
0
unknown
0no
29
student
single
unknown
no
2,929
no
no
cellular
11
aug
91
1
-1
0
unknown
0no
57
technician
married
secondary
no
3,071
yes
yes
cellular
7
may
63
3
-1
0
unknown
0no
47
management
single
tertiary
no
153
yes
no
cellular
18
nov
192
2
-1
0
unknown
0no
38
self-employed
single
secondary
no
1,146
yes
no
unknown
21
may
91
2
-1
0
unknown
0no
48
blue-collar
married
primary
no
1,092
no
yes
cellular
18
nov
79
1
172
8
failure
0no
50
management
married
tertiary
no
3,463
no
yes
cellular
28
oct
96
1
-1
0
unknown
1yes
33
admin.
married
secondary
no
1,158
yes
no
cellular
20
apr
25
2
-1
0
unknown
0no
28
admin.
single
secondary
no
26
yes
no
cellular
7
may
227
2
-1
0
unknown
0no
30
services
single
secondary
no
566
no
no
cellular
5
feb
110
1
-1
0
unknown
0no
52
technician
divorced
secondary
no
204
no
no
cellular
7
aug
134
2
-1
0
unknown
0no
36
technician
married
secondary
no
480
no
no
cellular
20
oct
213
1
-1
0
unknown
1yes
36
technician
single
secondary
no
1,855
yes
no
cellular
4
feb
75
1
273
1
failure
0no
46
services
married
secondary
no
1,034
no
no
cellular
8
aug
109
2
-1
0
unknown
0no
57
management
married
tertiary
no
3,250
no
no
cellular
20
aug
162
3
-1
0
unknown
0no
28
management
single
secondary
no
1,633
no
no
cellular
5
jun
275
1
-1
0
unknown
1yes
46
services
married
secondary
no
0
yes
no
cellular
22
jun
154
1
124
1
other
0no
55
retired
married
primary
no
3,334
no
no
cellular
14
aug
632
4
-1
0
unknown
1yes
33
management
married
tertiary
no
4,020
yes
yes
cellular
15
apr
251
1
-1
0
unknown
0no
53
management
married
secondary
no
66
no
yes
telephone
8
jul
141
1
-1
0
unknown
0no
41
technician
single
secondary
no
-41
yes
yes
cellular
3
apr
154
1
-1
0
unknown
0no
60
blue-collar
married
secondary
no
322
yes
no
cellular
7
may
63
1
-1
0
unknown
0no
35
entrepreneur
married
primary
no
2,643
no
yes
cellular
8
jul
259
1
-1
0
unknown
0no
43
blue-collar
divorced
primary
no
49
yes
no
unknown
9
may
100
1
-1
0
unknown
0no
57
admin.
divorced
primary
no
1
no
no
unknown
15
may
17
10
-1
0
unknown
0no
46
admin.
married
secondary
no
3,098
yes
no
telephone
21
nov
192
9
-1
0
unknown
0no
31
blue-collar
married
primary
no
352
yes
no
unknown
19
may
97
9
-1
0
unknown
0no
53
technician
married
secondary
no
65
no
no
cellular
25
aug
41
2
-1
0
unknown
0no
35
blue-collar
married
secondary
no
1,949
yes
no
unknown
2
jun
200
3
-1
0
unknown
0no
32
admin.
single
secondary
no
739
yes
no
cellular
20
nov
91
3
-1
0
unknown
0no
48
management
married
tertiary
no
1,167
yes
yes
cellular
1
jun
264
1
-1
0
unknown
1yes
50
admin.
married
secondary
no
231
yes
no
cellular
21
nov
397
2
-1
0
unknown
0no
40
blue-collar
married
primary
no
1,136
yes
no
unknown
21
may
86
1
-1
0
unknown
0no
42
entrepreneur
married
tertiary
no
233
no
no
cellular
5
feb
446
1
-1
0
unknown
0no
59
admin.
married
secondary
no
817
no
no
cellular
9
apr
304
1
-1
0
unknown
0no
27
blue-collar
single
primary
no
1,128
yes
no
unknown
30
jun
88
4
-1
0
unknown
0no
32
management
single
tertiary
no
1,831
yes
no
cellular
20
apr
86
2
-1
0
unknown
0no
35
technician
single
secondary
no
450
yes
no
cellular
13
may
63
1
-1
0
unknown
0no
28
services
married
secondary
no
0
yes
no
cellular
5
may
335
2
281
8
failure
0no
37
management
divorced
secondary
no
414
no
no
cellular
29
jan
293
2
162
4
failure
0no
57
management
married
primary
no
1,052
yes
no
unknown
13
may
227
4
-1
0
unknown
0no
42
admin.
single
secondary
no
1,022
yes
no
unknown
5
may
146
2
-1
0
unknown
0no
55
admin.
married
primary
no
343
yes
no
cellular
14
jul
276
3
-1
0
unknown
0no
52
management
married
tertiary
no
1,944
yes
no
cellular
15
apr
238
3
323
2
failure
0no
26
blue-collar
single
secondary
no
-32
yes
yes
cellular
31
jul
14
6
-1
0
unknown
0no
52
technician
married
secondary
no
1,781
yes
no
unknown
19
may
144
2
-1
0
unknown
0no
26
management
single
tertiary
no
350
no
no
cellular
8
jul
367
1
-1
0
unknown
0no
33
unemployed
married
secondary
no
2
yes
no
cellular
16
jul
132
1
-1
0
unknown
0no
24
blue-collar
single
primary
no
111
yes
yes
unknown
27
may
42
4
-1
0
unknown
0no
37
management
divorced
tertiary
no
168
yes
no
unknown
5
jun
227
1
-1
0
unknown
0no
28
technician
single
secondary
no
3
no
no
telephone
18
may
40
8
349
6
failure
0no
30
technician
single
secondary
no
102
yes
no
unknown
7
may
614
2
-1
0
unknown
0no
33
blue-collar
married
primary
no
0
yes
no
unknown
15
may
270
1
-1
0
unknown
0no
55
unknown
married
primary
no
159
no
no
unknown
4
sep
15
1
-1
0
unknown
0no
33
blue-collar
married
secondary
no
1,134
yes
no
unknown
23
may
304
2
-1
0
unknown
0no
42
blue-collar
married
secondary
no
352
yes
no
cellular
11
may
79
3
-1
0
unknown
0no
37
management
married
tertiary
no
865
yes
no
cellular
3
jun
101
1
-1
0
unknown
0no
59
blue-collar
married
primary
no
179
yes
no
unknown
5
may
55
3
-1
0
unknown
0no
27
blue-collar
single
secondary
no
5
yes
no
unknown
19
may
205
3
-1
0
unknown
0no
23
student
married
tertiary
yes
-230
yes
no
cellular
18
may
259
2
-1
0
unknown
0no
51
management
divorced
tertiary
no
0
no
no
cellular
13
aug
60
2
-1
0
unknown
0no
50
blue-collar
married
primary
no
3,924
yes
no
cellular
20
apr
122
2
-1
0
unknown
0no
43
technician
married
secondary
no
764
yes
no
cellular
14
jul
557
5
-1
0
unknown
0no
37
blue-collar
divorced
primary
no
511
yes
no
telephone
11
may
42
1
-1
0
unknown
0no
34
management
single
tertiary
no
4,348
yes
no
cellular
28
aug
373
8
-1
0
unknown
0no
41
management
married
tertiary
no
3,016
yes
no
cellular
14
jul
80
3
-1
0
unknown
0no
26
student
single
secondary
no
279
no
no
cellular
7
may
239
3
-1
0
unknown
0no
49
management
divorced
tertiary
no
1,405
no
no
unknown
8
jun
29
1
-1
0
unknown
0no
29
blue-collar
single
secondary
no
908
yes
no
unknown
20
jun
1,663
1
-1
0
unknown
1yes
30
management
single
tertiary
no
162
yes
no
unknown
20
may
186
4
-1
0
unknown
0no
38
services
divorced
secondary
no
792
no
no
unknown
6
jun
430
1
-1
0
unknown
0no
58
management
married
secondary
no
111
no
no
telephone
24
mar
58
2
-1
0
unknown
0no
34
student
single
unknown
no
1,281
no
no
cellular
25
aug
279
1
117
1
failure
0no
53
services
divorced
unknown
no
1,012
yes
no
cellular
28
jul
332
2
-1
0
unknown
0no