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
technician
married
secondary
no
209
yes
yes
cellular
8
apr
375
2
-1
0
unknown
0no
31
technician
single
tertiary
no
438
yes
no
cellular
12
aug
130
2
-1
0
unknown
0no
39
admin.
single
secondary
no
1,242
yes
no
unknown
12
may
303
3
-1
0
unknown
0no
34
entrepreneur
married
tertiary
no
355
yes
no
unknown
16
may
261
1
-1
0
unknown
0no
24
blue-collar
married
secondary
no
204
yes
yes
cellular
17
apr
229
3
-1
0
unknown
0no
41
management
married
tertiary
no
10,758
yes
no
cellular
1
jun
288
1
-1
0
unknown
0no
40
management
married
tertiary
no
5
yes
no
cellular
18
nov
219
3
-1
0
unknown
0no
45
technician
single
secondary
no
410
yes
no
unknown
30
may
891
4
-1
0
unknown
1yes
36
management
married
tertiary
no
605
yes
no
unknown
26
may
204
1
-1
0
unknown
0no
53
management
married
tertiary
no
4
no
no
unknown
20
jun
19
6
-1
0
unknown
0no
23
student
single
secondary
no
8,494
no
no
cellular
25
aug
158
2
-1
0
unknown
0no
42
entrepreneur
married
primary
no
198
yes
no
unknown
8
may
314
1
-1
0
unknown
0no
48
blue-collar
married
secondary
no
841
yes
no
unknown
19
may
215
1
-1
0
unknown
0no
34
management
married
tertiary
no
8
no
no
cellular
25
aug
169
4
-1
0
unknown
0no
36
admin.
married
secondary
no
470
yes
no
cellular
31
jul
101
4
-1
0
unknown
0no
43
retired
married
secondary
no
520
yes
no
unknown
20
may
15
13
-1
0
unknown
0no
36
blue-collar
married
secondary
no
439
yes
no
unknown
21
may
260
5
-1
0
unknown
0no
49
blue-collar
married
secondary
no
-454
yes
no
cellular
14
may
558
1
-1
0
unknown
1yes
55
retired
married
secondary
no
466
no
no
unknown
17
jun
287
4
-1
0
unknown
0no
53
retired
married
secondary
no
665
yes
no
cellular
22
apr
371
2
-1
0
unknown
1yes
42
technician
married
secondary
no
994
yes
no
cellular
11
aug
149
1
78
5
failure
1yes
45
admin.
married
secondary
no
5,346
yes
yes
unknown
21
oct
187
1
-1
0
unknown
1yes
31
blue-collar
married
secondary
no
1,243
yes
no
unknown
21
may
32
1
-1
0
unknown
0no
32
admin.
married
tertiary
no
0
yes
no
unknown
5
may
138
1
-1
0
unknown
0no
36
blue-collar
married
secondary
no
2,357
yes
no
unknown
17
jun
228
2
-1
0
unknown
0no
56
retired
married
secondary
no
1,044
no
no
telephone
3
jul
353
2
-1
0
unknown
1yes
46
admin.
married
secondary
no
1,069
yes
no
unknown
8
may
45
2
-1
0
unknown
0no
41
housemaid
single
secondary
no
231
no
no
cellular
9
jul
76
2
-1
0
unknown
0no
31
admin.
married
secondary
no
0
yes
yes
unknown
6
may
144
2
-1
0
unknown
0no
32
technician
married
secondary
no
266
yes
no
cellular
19
aug
168
2
-1
0
unknown
0no
38
management
married
tertiary
no
-70
yes
no
cellular
30
jan
140
1
2
3
other
0no
49
retired
single
primary
no
25,824
no
no
unknown
17
jun
94
1
-1
0
unknown
0no
46
management
single
primary
no
538
no
no
unknown
17
jun
118
3
-1
0
unknown
0no
29
technician
single
secondary
no
534
yes
no
cellular
18
may
382
1
-1
0
unknown
0no
36
admin.
married
unknown
no
2,323
no
no
cellular
19
nov
111
1
-1
0
unknown
0no
38
admin.
married
secondary
no
1,852
yes
no
cellular
15
may
298
2
-1
0
unknown
0no
53
technician
married
secondary
no
2,647
yes
no
unknown
30
may
121
1
-1
0
unknown
0no
43
management
married
tertiary
no
2,767
yes
no
unknown
15
may
317
7
-1
0
unknown
0no
41
management
married
tertiary
no
176
yes
yes
unknown
5
may
42
1
-1
0
unknown
0no
42
management
single
secondary
no
9,720
no
no
cellular
5
aug
81
2
-1
0
unknown
0no
55
blue-collar
divorced
secondary
no
1,613
yes
no
cellular
3
apr
296
1
270
3
failure
1yes
39
admin.
divorced
secondary
no
2,903
yes
yes
telephone
25
jul
259
2
-1
0
unknown
0no
30
admin.
single
secondary
no
81
yes
no
cellular
6
aug
121
6
112
3
other
0no
41
blue-collar
married
secondary
no
780
yes
no
cellular
15
may
432
3
-1
0
unknown
0no
44
unemployed
married
tertiary
no
178
no
no
cellular
8
aug
126
2
-1
0
unknown
0no
58
management
married
tertiary
no
299
no
no
cellular
16
jul
120
4
-1
0
unknown
0no
35
retired
married
primary
no
285
yes
no
cellular
29
jan
136
1
-1
0
unknown
0no
27
blue-collar
married
secondary
no
872
yes
no
cellular
17
apr
1,130
3
-1
0
unknown
0no
34
services
married
secondary
no
1,337
no
no
cellular
17
dec
330
2
127
3
success
1yes
25
services
married
secondary
no
72
yes
no
cellular
23
jul
305
2
-1
0
unknown
0no
36
blue-collar
married
secondary
no
0
no
no
unknown
20
jun
332
3
-1
0
unknown
0no
38
blue-collar
married
secondary
no
-388
yes
no
unknown
9
may
412
1
-1
0
unknown
0no
30
admin.
married
secondary
no
11
yes
no
cellular
11
may
157
1
-1
0
unknown
0no
47
blue-collar
divorced
secondary
yes
-535
yes
no
cellular
30
jul
71
2
-1
0
unknown
0no
41
services
divorced
secondary
no
787
yes
no
cellular
8
may
297
2
-1
0
unknown
0no
36
management
single
tertiary
no
3,343
no
no
cellular
18
nov
307
1
-1
0
unknown
0no
63
entrepreneur
married
secondary
no
3,904
no
no
telephone
4
aug
250
2
187
2
success
1yes
23
management
single
tertiary
no
736
yes
no
cellular
30
apr
119
1
-1
0
unknown
0no
32
management
married
tertiary
no
1,390
no
no
cellular
7
aug
116
2
-1
0
unknown
0no
57
retired
married
primary
no
808
no
no
telephone
7
jul
274
1
-1
0
unknown
0no
48
management
married
tertiary
no
1,147
no
no
cellular
5
aug
389
1
64
2
success
1yes
49
services
married
secondary
no
1,122
no
no
cellular
4
aug
143
1
-1
0
unknown
0no
50
technician
married
secondary
no
-568
yes
yes
unknown
28
may
860
2
-1
0
unknown
0no
33
blue-collar
married
primary
no
1,165
yes
no
unknown
21
may
420
2
-1
0
unknown
0no
53
services
divorced
secondary
no
-905
yes
no
unknown
28
may
213
1
-1
0
unknown
0no
30
unemployed
married
tertiary
no
0
yes
no
cellular
18
nov
756
1
-1
0
unknown
0no
38
technician
married
secondary
no
740
no
no
cellular
7
aug
259
3
-1
0
unknown
0no
44
management
married
secondary
no
8,262
yes
no
cellular
23
jul
201
16
-1
0
unknown
0no
39
admin.
single
secondary
no
14
yes
yes
unknown
13
may
19
9
-1
0
unknown
0no
45
technician
single
unknown
no
7,108
yes
yes
cellular
18
nov
53
1
172
3
failure
0no
36
blue-collar
married
secondary
no
1,049
yes
no
cellular
14
may
224
4
-1
0
unknown
1yes
38
blue-collar
married
secondary
no
0
yes
no
cellular
13
may
57
5
349
1
other
0no
36
housemaid
married
secondary
no
419
yes
no
unknown
30
may
251
1
-1
0
unknown
0no
30
management
single
tertiary
no
726
yes
no
cellular
16
apr
39
1
342
3
failure
0no
28
technician
divorced
tertiary
no
594
yes
yes
unknown
18
jun
54
3
-1
0
unknown
0no
26
unemployed
married
tertiary
no
454
yes
yes
unknown
23
may
28
18
-1
0
unknown
0no
54
unknown
married
secondary
no
2,206
no
no
cellular
12
nov
104
1
99
2
other
1yes
38
admin.
married
tertiary
no
1,988
no
no
cellular
27
mar
164
2
130
2
failure
1yes
32
technician
single
tertiary
no
0
no
no
cellular
7
aug
268
2
-1
0
unknown
0no
50
admin.
divorced
secondary
no
202
no
yes
cellular
17
nov
148
1
-1
0
unknown
0no
43
blue-collar
married
secondary
no
667
yes
no
unknown
7
may
228
3
-1
0
unknown
0no
48
admin.
married
secondary
no
112
no
no
cellular
18
aug
139
5
-1
0
unknown
0no
57
housemaid
married
primary
no
50
no
no
cellular
18
aug
89
3
-1
0
unknown
0no
64
housemaid
married
primary
no
768
no
no
cellular
15
jul
250
2
182
1
success
0no
26
services
divorced
secondary
no
74
yes
no
unknown
23
may
106
6
-1
0
unknown
0no
33
blue-collar
married
secondary
no
661
yes
no
cellular
18
jul
968
1
-1
0
unknown
1yes
50
self-employed
married
secondary
no
3,025
no
yes
cellular
6
aug
168
3
-1
0
unknown
0no
47
self-employed
married
tertiary
no
751
no
no
cellular
24
jul
408
14
-1
0
unknown
0no
39
management
single
tertiary
no
416
no
no
cellular
23
oct
56
4
-1
0
unknown
0no
52
services
married
primary
no
14
no
yes
cellular
28
jul
55
5
-1
0
unknown
0no
31
blue-collar
single
primary
no
-502
yes
no
unknown
29
may
76
4
-1
0
unknown
0no
50
blue-collar
married
primary
no
0
no
no
cellular
11
aug
72
5
-1
0
unknown
0no
47
technician
married
secondary
no
599
yes
no
cellular
13
aug
99
3
-1
0
unknown
0no
30
management
single
tertiary
no
-218
yes
no
cellular
27
aug
13
15
-1
0
unknown
0no
32
technician
single
tertiary
no
1,012
no
no
cellular
14
apr
178
1
-1
0
unknown
0no
36
technician
married
secondary
no
300
no
no
unknown
9
jun
287
1
-1
0
unknown
0no
46
technician
married
tertiary
no
217
yes
no
cellular
14
may
141
1
346
2
other
0no
45
management
divorced
tertiary
no
2,096
no
no
cellular
21
nov
127
1
100
2
failure
0no
37
technician
single
secondary
no
0
no
no
cellular
4
aug
69
2
-1
0
unknown
0no
58
housemaid
married
primary
no
5,278
yes
no
unknown
4
jun
763
4
-1
0
unknown
0no