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
30
services
married
secondary
no
1,743
yes
no
cellular
5
feb
192
4
-1
0
unknown
0no
46
technician
married
secondary
no
57
no
no
unknown
28
may
796
1
-1
0
unknown
1yes
49
admin.
married
secondary
no
635
no
no
cellular
25
aug
220
3
-1
0
unknown
0no
56
retired
married
secondary
no
-113
yes
yes
cellular
12
aug
614
2
-1
0
unknown
0no
47
admin.
divorced
secondary
no
225
no
no
cellular
28
aug
1,126
4
-1
0
unknown
1yes
30
admin.
married
secondary
no
124
no
no
telephone
16
jun
161
2
-1
0
unknown
0no
36
entrepreneur
single
secondary
no
475
no
no
cellular
25
jul
141
3
-1
0
unknown
0no
40
management
married
tertiary
no
-7
no
yes
telephone
25
jul
697
1
-1
0
unknown
0no
37
technician
single
secondary
yes
375
no
no
unknown
9
jun
223
2
-1
0
unknown
0no
42
admin.
divorced
secondary
no
936
no
no
cellular
30
jan
931
1
-1
0
unknown
1yes
45
technician
married
secondary
no
1,415
yes
no
cellular
17
nov
483
1
116
1
failure
0no
34
unemployed
single
secondary
no
0
no
no
cellular
17
nov
63
2
-1
0
unknown
0no
27
admin.
single
secondary
no
3,638
no
no
cellular
11
jul
271
5
-1
0
unknown
0no
30
blue-collar
married
secondary
no
-99
yes
no
cellular
15
may
144
5
-1
0
unknown
0no
32
technician
married
secondary
no
167
yes
yes
cellular
8
aug
79
3
-1
0
unknown
0no
46
housemaid
married
primary
no
19
yes
no
telephone
21
jul
171
1
-1
0
unknown
0no
29
self-employed
married
tertiary
no
242
yes
no
cellular
18
jul
73
4
-1
0
unknown
0no
53
unknown
married
unknown
no
13
no
no
telephone
28
jan
69
1
-1
0
unknown
0no
32
technician
married
secondary
no
286
no
no
cellular
20
apr
60
1
343
4
failure
0no
49
unemployed
married
secondary
no
769
yes
no
unknown
14
may
257
1
-1
0
unknown
0no
35
management
married
tertiary
no
93
no
no
cellular
4
may
198
2
88
1
other
0no
38
blue-collar
married
secondary
no
1,663
yes
no
cellular
13
apr
217
3
327
1
failure
0no
39
entrepreneur
married
primary
no
238
yes
yes
cellular
19
nov
134
1
-1
0
unknown
0no
34
technician
single
secondary
no
2,178
yes
no
cellular
26
may
41
1
-1
0
unknown
0no
42
blue-collar
married
primary
no
792
yes
yes
cellular
19
nov
611
2
175
12
other
0no
35
blue-collar
single
unknown
no
871
yes
no
unknown
6
jun
216
3
-1
0
unknown
0no
60
admin.
married
secondary
no
1,025
no
no
cellular
6
aug
388
8
-1
0
unknown
0no
57
technician
divorced
secondary
no
63
yes
no
unknown
5
may
242
1
-1
0
unknown
0no
31
blue-collar
single
secondary
no
16
no
no
cellular
7
jul
387
1
-1
0
unknown
0no
29
management
single
secondary
no
417
no
no
cellular
7
oct
90
1
-1
0
unknown
0no
41
services
married
secondary
no
3,992
yes
no
telephone
20
nov
281
2
-1
0
unknown
0no
46
blue-collar
married
primary
no
2,749
yes
no
cellular
17
nov
332
1
-1
0
unknown
0no
33
technician
married
secondary
no
133
no
no
cellular
4
may
218
1
-1
0
unknown
1yes
32
blue-collar
single
secondary
no
1,721
yes
no
unknown
21
may
650
2
-1
0
unknown
0no
54
management
divorced
tertiary
no
2,171
yes
yes
telephone
18
nov
1,034
1
-1
0
unknown
1yes
37
services
married
secondary
no
4,760
yes
no
cellular
8
may
182
2
169
2
failure
0no
32
technician
single
secondary
no
2,979
no
no
cellular
25
may
156
1
-1
0
unknown
0no
43
management
married
tertiary
no
690
yes
no
cellular
6
aug
171
3
-1
0
unknown
0no
50
blue-collar
divorced
secondary
no
203
yes
no
telephone
19
nov
265
1
127
4
other
0no
34
blue-collar
married
secondary
no
322
yes
no
cellular
20
apr
10
3
-1
0
unknown
0no
31
admin.
divorced
secondary
no
1,210
no
no
cellular
16
jul
350
1
-1
0
unknown
0no
43
self-employed
married
secondary
no
634
yes
no
cellular
17
nov
65
1
131
1
failure
0no
49
entrepreneur
married
secondary
no
273
no
no
cellular
23
jul
58
1
-1
0
unknown
0no
22
student
single
unknown
no
47
no
no
cellular
3
jul
69
3
-1
0
unknown
0no
35
management
married
tertiary
no
1,100
no
yes
cellular
29
jan
127
2
-1
0
unknown
0no
56
admin.
married
secondary
no
0
yes
no
telephone
19
nov
154
2
-1
0
unknown
0no
53
blue-collar
married
secondary
no
0
no
no
telephone
31
jul
36
4
-1
0
unknown
0no
54
entrepreneur
married
tertiary
no
1,544
no
yes
cellular
5
feb
85
7
196
3
failure
0no
32
services
single
unknown
no
6,145
yes
no
cellular
14
may
362
1
287
13
failure
0no
41
self-employed
married
secondary
no
28
yes
no
cellular
11
may
49
1
-1
0
unknown
0no
40
blue-collar
married
secondary
no
1,012
yes
no
cellular
6
may
410
1
-1
0
unknown
0no
33
blue-collar
married
primary
no
245
yes
yes
cellular
8
may
253
3
-1
0
unknown
0no
33
management
single
tertiary
no
1,998
no
no
cellular
19
nov
570
1
-1
0
unknown
0no
34
blue-collar
married
secondary
no
3,990
yes
no
cellular
24
jul
633
7
-1
0
unknown
0no
36
services
married
secondary
no
1,328
yes
no
unknown
6
jun
82
4
-1
0
unknown
0no
34
entrepreneur
married
tertiary
no
412
yes
yes
cellular
8
jul
164
1
-1
0
unknown
0no
55
management
married
primary
no
229
no
yes
unknown
9
jun
175
3
-1
0
unknown
0no
28
student
single
tertiary
no
1,562
no
no
cellular
15
feb
659
4
-1
0
unknown
1yes
29
admin.
single
secondary
no
3,432
yes
no
cellular
17
apr
139
2
-1
0
unknown
0no
31
admin.
single
secondary
no
144
yes
no
unknown
4
jul
43
11
-1
0
unknown
0no
52
management
married
tertiary
no
1,339
yes
no
cellular
22
aug
343
5
-1
0
unknown
0no
54
services
married
unknown
no
386
no
yes
cellular
19
nov
74
1
152
1
success
0no
43
blue-collar
married
primary
no
7,727
yes
no
unknown
15
may
302
8
-1
0
unknown
0no
55
entrepreneur
married
secondary
no
204
no
no
cellular
14
jul
455
13
-1
0
unknown
0no
28
blue-collar
divorced
unknown
no
101
yes
no
unknown
28
may
126
4
-1
0
unknown
0no
45
unemployed
divorced
secondary
no
728
yes
yes
cellular
18
nov
107
1
-1
0
unknown
0no
45
entrepreneur
married
primary
no
2,418
yes
no
unknown
14
may
120
1
-1
0
unknown
0no
51
management
married
tertiary
no
2,934
yes
no
cellular
18
nov
727
4
-1
0
unknown
0no
42
technician
single
secondary
no
0
yes
no
unknown
7
may
275
4
-1
0
unknown
0no
43
unknown
single
unknown
no
181
no
no
telephone
28
jan
41
1
-1
0
unknown
0no
34
management
married
tertiary
no
176
no
no
cellular
18
aug
61
4
-1
0
unknown
0no
36
blue-collar
married
primary
no
49
yes
no
cellular
15
may
232
2
365
5
other
0no
37
blue-collar
married
secondary
no
2,023
yes
no
cellular
10
jul
214
1
-1
0
unknown
0no
50
blue-collar
married
secondary
no
372
yes
no
telephone
11
may
21
1
-1
0
unknown
0no
42
management
divorced
unknown
no
7,702
no
no
cellular
16
feb
138
2
-1
0
unknown
1yes
34
blue-collar
single
primary
no
464
yes
no
cellular
18
may
173
1
299
2
other
0no
48
management
married
secondary
no
117
yes
no
cellular
16
apr
635
1
-1
0
unknown
0no
47
admin.
married
secondary
no
104
yes
yes
cellular
14
jul
77
2
-1
0
unknown
0no
40
management
married
tertiary
no
1,041
yes
no
unknown
12
jun
73
1
-1
0
unknown
0no
37
management
married
tertiary
no
539
no
no
cellular
18
jan
540
2
115
3
failure
0no
38
blue-collar
married
primary
no
0
yes
no
unknown
3
jun
179
2
-1
0
unknown
0no
29
technician
single
tertiary
no
406
yes
no
cellular
17
jul
119
1
-1
0
unknown
0no
46
blue-collar
married
primary
no
2,558
yes
no
telephone
20
nov
107
1
167
1
other
0no
26
blue-collar
married
secondary
no
484
yes
no
unknown
19
may
48
2
-1
0
unknown
0no
30
services
single
tertiary
no
3,516
yes
no
unknown
29
may
447
4
-1
0
unknown
0no
42
blue-collar
married
secondary
no
5,639
yes
no
cellular
17
jul
430
2
-1
0
unknown
0no
42
management
single
tertiary
no
100
no
no
cellular
7
aug
64
2
-1
0
unknown
0no
31
admin.
single
secondary
no
1,306
yes
no
unknown
28
may
217
5
-1
0
unknown
0no
37
management
single
tertiary
no
815
yes
no
cellular
7
may
77
1
-1
0
unknown
0no
26
blue-collar
married
secondary
no
245
yes
no
unknown
26
may
16
11
-1
0
unknown
0no
54
blue-collar
married
unknown
no
191
no
no
cellular
4
aug
753
2
-1
0
unknown
0no
70
retired
married
secondary
no
2,815
no
no
cellular
26
apr
125
2
182
1
failure
0no
29
self-employed
single
secondary
no
3,672
yes
yes
unknown
28
may
1,210
1
-1
0
unknown
0no
50
services
married
secondary
no
1,572
yes
no
cellular
9
jul
185
1
-1
0
unknown
0no
60
unemployed
divorced
secondary
no
385
yes
no
cellular
4
feb
80
1
-1
0
unknown
0no
32
technician
single
secondary
no
29
no
no
cellular
19
aug
156
2
-1
0
unknown
0no
32
technician
married
secondary
no
84
no
yes
cellular
29
jul
403
3
-1
0
unknown
0no
34
self-employed
single
tertiary
no
876
yes
no
cellular
17
nov
145
2
-1
0
unknown
0no
48
services
single
primary
no
1,499
yes
no
cellular
12
may
17
7
-1
0
unknown
0no
25
student
married
tertiary
no
0
yes
no
cellular
9
jul
160
1
-1
0
unknown
0no