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
24
student
single
unknown
no
3,298
yes
no
unknown
28
may
227
1
-1
0
unknown
0no
58
retired
married
secondary
no
764
no
no
cellular
12
aug
219
4
-1
0
unknown
0no
79
retired
married
primary
no
8,556
no
no
telephone
18
jan
326
2
272
2
success
1yes
32
blue-collar
married
secondary
no
3,514
yes
no
unknown
20
may
226
2
-1
0
unknown
0no
33
services
married
primary
no
0
yes
no
cellular
18
jul
351
2
-1
0
unknown
0no
77
retired
married
primary
no
680
no
no
telephone
27
nov
341
4
94
3
failure
0no
60
housemaid
married
primary
no
0
no
yes
telephone
22
jul
124
1
-1
0
unknown
0no
54
management
married
tertiary
no
2,819
no
no
cellular
7
aug
123
3
-1
0
unknown
0no
30
blue-collar
married
primary
no
-518
yes
yes
unknown
28
may
244
6
-1
0
unknown
0no
50
services
married
secondary
no
60
no
yes
cellular
27
aug
151
8
-1
0
unknown
0no
50
management
married
secondary
no
732
no
no
cellular
7
apr
736
7
-1
0
unknown
0no
37
technician
married
secondary
no
2,707
yes
no
telephone
16
jul
109
1
-1
0
unknown
0no
41
technician
married
tertiary
no
177
yes
no
telephone
11
jul
117
2
-1
0
unknown
0no
49
admin.
married
secondary
no
13,229
no
yes
telephone
8
jul
77
2
-1
0
unknown
0no
41
blue-collar
married
primary
no
-204
yes
yes
unknown
6
jun
42
1
-1
0
unknown
0no
40
technician
married
secondary
no
990
yes
no
cellular
6
feb
252
3
-1
0
unknown
0no
38
blue-collar
married
secondary
no
648
yes
no
unknown
3
jun
179
1
-1
0
unknown
0no
34
technician
married
secondary
no
50
no
no
cellular
11
aug
106
3
-1
0
unknown
0no
49
entrepreneur
married
secondary
no
1,916
no
yes
telephone
14
jul
281
3
-1
0
unknown
0no
72
retired
married
primary
no
763
no
no
cellular
24
apr
384
2
-1
0
unknown
1yes
34
blue-collar
married
secondary
no
470
yes
yes
cellular
20
apr
217
1
-1
0
unknown
0no
31
technician
married
secondary
no
0
no
yes
cellular
19
aug
144
4
-1
0
unknown
0no
33
blue-collar
single
secondary
no
5,739
yes
yes
cellular
21
nov
374
1
-1
0
unknown
0no
31
management
married
tertiary
no
0
no
no
unknown
14
may
298
1
-1
0
unknown
0no
55
management
married
tertiary
no
-375
no
no
cellular
30
jul
814
2
-1
0
unknown
1yes
25
unemployed
married
secondary
no
157
yes
no
cellular
28
jul
33
31
-1
0
unknown
0no
34
management
married
tertiary
no
1,518
yes
no
cellular
20
nov
128
2
-1
0
unknown
0no
53
management
married
tertiary
no
1,343
no
no
cellular
5
aug
129
4
-1
0
unknown
0no
39
management
single
tertiary
yes
-401
yes
no
cellular
19
aug
274
4
-1
0
unknown
0no
41
management
married
primary
no
5,310
yes
no
cellular
17
nov
984
1
-1
0
unknown
1yes
32
blue-collar
single
secondary
no
2,285
yes
no
unknown
14
may
413
2
-1
0
unknown
0no
29
admin.
married
secondary
no
22,171
yes
no
cellular
18
may
44
1
355
3
failure
0no
56
management
married
tertiary
no
856
yes
yes
cellular
4
feb
70
4
7
7
other
0no
19
student
single
unknown
no
1,169
no
no
cellular
6
feb
463
18
-1
0
unknown
0no
39
management
single
tertiary
no
3,797
no
no
cellular
2
jun
96
2
-1
0
unknown
0no
32
blue-collar
single
secondary
no
53
yes
no
cellular
18
nov
276
1
195
1
failure
0no
43
blue-collar
married
primary
no
2,519
yes
no
cellular
16
apr
257
2
146
9
other
0no
32
entrepreneur
married
primary
no
795
no
no
cellular
8
aug
131
3
-1
0
unknown
0no
53
admin.
divorced
secondary
no
0
yes
yes
cellular
30
apr
586
2
-1
0
unknown
0no
52
blue-collar
married
secondary
no
2,087
yes
no
cellular
31
aug
267
1
474
1
failure
1yes
43
technician
single
secondary
no
34
no
no
telephone
30
jul
29
1
-1
0
unknown
0no
48
technician
married
secondary
no
5
no
no
unknown
9
jun
65
6
-1
0
unknown
0no
27
technician
single
secondary
no
15
yes
no
cellular
25
jul
67
3
-1
0
unknown
0no
27
management
single
tertiary
no
390
no
no
cellular
28
oct
190
1
82
1
success
0no
51
management
married
unknown
no
712
no
no
cellular
13
aug
287
2
-1
0
unknown
0no
39
admin.
single
tertiary
no
2,600
yes
no
unknown
17
jun
77
1
-1
0
unknown
0no
33
blue-collar
married
secondary
no
-241
yes
yes
unknown
27
may
169
1
-1
0
unknown
0no
50
blue-collar
divorced
primary
no
1,545
yes
no
cellular
20
nov
25
1
-1
0
unknown
0no
59
retired
divorced
secondary
no
1,026
no
no
unknown
5
nov
669
1
-1
0
unknown
1yes
58
housemaid
married
primary
no
435
yes
no
telephone
28
jul
122
6
-1
0
unknown
0no
54
technician
married
tertiary
no
876
no
no
cellular
27
oct
269
3
541
3
success
1yes
60
blue-collar
married
secondary
no
1,801
no
no
telephone
29
oct
167
1
-1
0
unknown
0no
38
management
married
tertiary
no
2,278
yes
yes
cellular
13
may
244
1
-1
0
unknown
0no
39
blue-collar
married
unknown
no
157
yes
no
unknown
30
may
99
6
-1
0
unknown
0no
40
admin.
married
secondary
no
1,327
yes
yes
unknown
26
may
76
2
-1
0
unknown
0no
55
blue-collar
married
primary
no
284
no
yes
telephone
14
jul
252
4
-1
0
unknown
0no
36
management
married
tertiary
no
495
no
no
cellular
12
mar
213
3
182
6
success
1yes
31
admin.
single
secondary
no
1,588
yes
no
unknown
3
jun
14
1
-1
0
unknown
0no
38
services
married
secondary
no
0
yes
no
telephone
28
jul
121
2
-1
0
unknown
0no
52
management
married
secondary
no
428
yes
no
unknown
30
may
153
1
-1
0
unknown
0no
45
admin.
married
primary
no
542
no
no
cellular
11
may
8
5
350
3
other
0no
32
blue-collar
married
primary
no
66
no
no
cellular
19
nov
244
1
-1
0
unknown
0no
58
blue-collar
divorced
secondary
no
314
no
no
unknown
25
jun
67
2
-1
0
unknown
0no
35
management
married
tertiary
no
24
yes
no
cellular
8
apr
169
1
231
2
failure
0no
36
management
single
tertiary
no
613
no
no
cellular
7
aug
86
2
-1
0
unknown
0no
55
retired
married
secondary
no
1,467
no
yes
cellular
29
jul
277
2
-1
0
unknown
0no
45
blue-collar
married
secondary
no
192
yes
no
cellular
13
may
154
5
176
1
other
0no
49
management
married
secondary
no
321
no
no
unknown
9
jun
135
3
-1
0
unknown
0no
44
blue-collar
married
secondary
no
788
yes
no
cellular
17
apr
392
1
-1
0
unknown
0no
37
blue-collar
divorced
secondary
no
48
yes
no
unknown
8
may
133
2
-1
0
unknown
0no
35
blue-collar
married
secondary
no
262
no
no
cellular
2
jul
96
2
109
4
success
0no
36
blue-collar
married
secondary
no
4,438
yes
no
unknown
20
may
446
1
-1
0
unknown
1yes
44
services
single
secondary
no
5,045
yes
no
cellular
21
nov
20
6
175
15
other
0no
32
blue-collar
single
tertiary
no
3,014
yes
no
cellular
7
may
291
2
-1
0
unknown
0no
56
management
married
tertiary
no
21,664
no
no
unknown
17
jun
214
8
-1
0
unknown
0no
32
management
married
tertiary
no
5,878
no
no
cellular
19
aug
159
2
-1
0
unknown
0no
35
entrepreneur
married
tertiary
no
2,723
yes
yes
cellular
8
aug
275
4
-1
0
unknown
0no
44
management
married
secondary
no
576
yes
no
unknown
8
may
128
3
-1
0
unknown
0no
59
entrepreneur
married
primary
no
0
no
no
telephone
19
nov
207
2
153
1
failure
0no
31
blue-collar
single
tertiary
no
2,197
yes
no
unknown
23
may
146
3
-1
0
unknown
0no
60
blue-collar
married
unknown
no
104
yes
no
unknown
5
may
22
1
-1
0
unknown
0no
33
technician
single
secondary
no
1,279
yes
no
cellular
18
may
239
2
349
3
success
0no
45
admin.
married
secondary
no
295
yes
no
cellular
23
jul
92
1
-1
0
unknown
0no
45
blue-collar
married
primary
no
2,128
yes
no
unknown
19
may
149
4
-1
0
unknown
0no
57
admin.
married
secondary
no
367
no
no
telephone
16
nov
107
2
-1
0
unknown
0no
36
management
married
tertiary
no
1,477
no
no
cellular
7
aug
71
2
-1
0
unknown
0no
30
blue-collar
single
primary
no
71
yes
no
unknown
19
may
122
6
-1
0
unknown
0no
30
admin.
single
secondary
no
127
yes
no
cellular
18
may
16
6
368
1
other
0no
59
unemployed
divorced
secondary
no
2,921
no
no
telephone
3
feb
251
1
-1
0
unknown
0no
58
management
married
tertiary
no
16,264
no
no
telephone
17
nov
215
3
-1
0
unknown
0no
49
retired
married
primary
no
1,672
no
no
cellular
17
jul
128
3
-1
0
unknown
0no
48
technician
married
tertiary
no
9,207
no
no
cellular
18
aug
445
3
-1
0
unknown
0no
28
technician
single
tertiary
no
356
no
no
cellular
2
mar
76
2
-1
0
unknown
0no
59
management
divorced
primary
no
133
yes
no
cellular
9
jul
206
1
-1
0
unknown
0no
40
management
married
tertiary
no
1,217
yes
yes
cellular
18
nov
155
1
-1
0
unknown
0no
32
technician
divorced
secondary
no
202
yes
no
cellular
4
feb
429
1
201
1
failure
0no
58
blue-collar
married
secondary
no
590
no
yes
unknown
5
jun
133
1
-1
0
unknown
0no
28
self-employed
single
tertiary
no
442
no
no
cellular
19
jun
474
3
95
3
other
1yes
27
technician
single
tertiary
no
808
yes
no
cellular
15
may
578
1
364
1
other
0no
38
management
single
tertiary
no
427
yes
no
cellular
6
may
17
3
169
2
failure
0no