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
admin.
single
secondary
no
3,809
yes
no
unknown
3
jun
159
4
-1
0
unknown
0no
52
admin.
married
secondary
no
395
yes
no
unknown
15
may
391
3
-1
0
unknown
0no
55
blue-collar
married
secondary
no
1,011
yes
no
cellular
12
aug
112
2
-1
0
unknown
0no
56
blue-collar
married
primary
no
420
yes
no
unknown
9
may
76
1
-1
0
unknown
0no
32
admin.
married
secondary
no
76
yes
no
unknown
21
may
189
2
-1
0
unknown
0no
24
blue-collar
married
secondary
no
0
no
no
unknown
28
may
94
1
-1
0
unknown
0no
51
blue-collar
married
primary
no
844
yes
no
unknown
29
may
184
3
-1
0
unknown
0no
36
management
married
tertiary
no
1,318
yes
no
cellular
7
aug
100
2
-1
0
unknown
0no
36
technician
married
tertiary
no
167
yes
no
cellular
28
jan
57
1
-1
0
unknown
0no
42
management
married
tertiary
no
2,187
yes
no
cellular
17
nov
525
3
-1
0
unknown
1yes
49
admin.
married
secondary
no
14,440
yes
no
cellular
21
nov
60
1
-1
0
unknown
0no
48
management
married
secondary
no
2,294
yes
no
unknown
26
may
251
11
-1
0
unknown
0no
36
management
married
secondary
no
80
yes
no
unknown
30
may
251
3
-1
0
unknown
0no
48
management
married
primary
no
2,537
no
no
cellular
26
aug
219
6
-1
0
unknown
0no
30
technician
married
tertiary
no
569
no
no
cellular
27
aug
976
12
-1
0
unknown
1yes
27
management
single
tertiary
yes
0
no
yes
cellular
8
jul
46
1
-1
0
unknown
0no
38
entrepreneur
married
tertiary
no
0
yes
no
cellular
18
nov
185
3
-1
0
unknown
0no
36
technician
single
secondary
yes
12
no
no
cellular
12
aug
587
2
-1
0
unknown
1yes
45
technician
married
secondary
no
49
no
no
cellular
29
jul
65
2
-1
0
unknown
0no
44
housemaid
married
tertiary
no
460
no
no
unknown
17
jun
491
1
-1
0
unknown
0no
42
technician
married
secondary
no
613
yes
no
cellular
11
may
432
2
-1
0
unknown
0no
37
entrepreneur
married
tertiary
no
7,944
no
no
cellular
21
nov
102
1
-1
0
unknown
0no
48
blue-collar
married
secondary
no
1,143
yes
no
cellular
17
apr
264
1
317
1
failure
0no
57
retired
married
primary
no
-464
yes
no
cellular
4
feb
75
1
190
6
failure
0no
44
services
married
secondary
no
1,989
yes
yes
cellular
20
apr
106
2
-1
0
unknown
0no
48
technician
married
secondary
no
17
yes
yes
cellular
17
nov
81
1
-1
0
unknown
0no
56
retired
married
primary
no
-1
no
no
cellular
27
aug
89
23
-1
0
unknown
0no
37
management
married
tertiary
no
1,698
yes
no
unknown
6
jun
95
2
-1
0
unknown
0no
47
blue-collar
married
secondary
no
5,306
yes
no
unknown
15
may
322
1
-1
0
unknown
0no
54
housemaid
married
unknown
no
0
no
no
cellular
14
apr
94
5
145
3
other
0no
51
retired
divorced
secondary
no
1,679
no
no
cellular
12
aug
417
1
365
9
other
1yes
47
admin.
married
secondary
no
3,676
no
no
cellular
18
oct
567
1
95
3
success
1yes
25
management
married
tertiary
no
-242
yes
yes
cellular
18
may
600
4
332
4
other
1yes
39
services
single
secondary
no
471
no
no
unknown
15
oct
5
1
-1
0
unknown
0no
40
management
married
tertiary
no
8,902
yes
no
cellular
14
aug
464
5
-1
0
unknown
0no
38
management
single
tertiary
no
1,704
no
no
cellular
1
sep
222
1
-1
0
unknown
0no
34
management
married
tertiary
no
3,050
yes
no
cellular
13
may
469
1
-1
0
unknown
1yes
53
housemaid
married
primary
no
2,581
no
no
cellular
15
apr
99
1
-1
0
unknown
0no
32
services
married
secondary
no
162
yes
no
unknown
14
may
297
2
-1
0
unknown
0no
35
blue-collar
married
secondary
no
243
yes
no
cellular
20
apr
41
3
-1
0
unknown
0no
24
student
single
secondary
no
1,847
no
no
cellular
9
dec
390
1
-1
0
unknown
0no
58
blue-collar
married
primary
no
0
yes
no
unknown
29
may
535
2
-1
0
unknown
0no
49
management
married
primary
no
3,371
no
no
cellular
11
nov
269
2
-1
0
unknown
1yes
45
services
single
secondary
no
1,757
yes
no
cellular
20
apr
1,010
3
326
1
other
0no
55
management
married
tertiary
no
171
yes
no
cellular
8
aug
73
6
-1
0
unknown
0no
42
entrepreneur
married
tertiary
no
157
yes
yes
unknown
7
may
650
1
-1
0
unknown
0no
28
admin.
married
secondary
no
934
yes
no
unknown
4
jul
53
2
-1
0
unknown
0no
48
blue-collar
married
secondary
no
-19
no
yes
unknown
4
jul
270
1
-1
0
unknown
0no
51
management
single
tertiary
yes
-55
yes
no
cellular
18
aug
119
6
-1
0
unknown
0no
38
housemaid
married
primary
no
21
no
no
cellular
26
aug
634
2
-1
0
unknown
0no
27
blue-collar
single
secondary
no
14
no
no
unknown
14
may
72
2
-1
0
unknown
0no
50
technician
single
secondary
no
246
yes
no
cellular
17
nov
270
1
123
2
failure
0no
44
blue-collar
married
primary
no
887
yes
no
cellular
12
may
165
2
363
1
failure
0no
40
management
married
tertiary
no
51
no
no
cellular
19
aug
164
2
-1
0
unknown
0no
29
services
single
secondary
no
-287
yes
no
cellular
18
may
196
1
-1
0
unknown
0no
34
services
married
secondary
no
0
yes
no
cellular
14
jul
78
4
-1
0
unknown
0no
44
self-employed
single
tertiary
no
2,734
yes
no
cellular
12
may
897
4
-1
0
unknown
1yes
50
entrepreneur
married
tertiary
no
52
no
no
cellular
31
jul
22
8
-1
0
unknown
0no
34
management
married
tertiary
no
2,594
yes
no
cellular
21
nov
161
3
-1
0
unknown
0no
54
retired
divorced
primary
no
22
no
no
unknown
20
jun
23
4
-1
0
unknown
0no
34
technician
married
tertiary
no
1,611
yes
no
cellular
11
may
490
2
-1
0
unknown
0no
34
admin.
single
tertiary
no
18
yes
yes
cellular
30
apr
359
1
-1
0
unknown
1yes
52
blue-collar
married
primary
no
1,331
yes
no
cellular
29
jul
213
2
-1
0
unknown
0no
60
unknown
married
unknown
no
7,337
no
no
cellular
4
aug
122
1
-1
0
unknown
0no
39
management
single
secondary
no
835
yes
no
unknown
29
may
587
4
-1
0
unknown
0no
58
retired
married
primary
no
5,092
no
no
unknown
11
jun
199
6
-1
0
unknown
0no
41
technician
divorced
secondary
no
52
no
no
cellular
20
aug
261
2
-1
0
unknown
0no
48
technician
married
secondary
no
10,655
no
no
telephone
31
jul
5
3
-1
0
unknown
0no
58
management
married
tertiary
no
1,831
no
no
cellular
17
nov
1,531
1
-1
0
unknown
0no
40
self-employed
married
primary
no
92
yes
no
unknown
13
may
92
1
-1
0
unknown
0no
48
management
married
tertiary
no
586
yes
yes
cellular
6
may
179
2
-1
0
unknown
0no
52
blue-collar
divorced
primary
no
1,758
yes
no
unknown
15
may
41
1
-1
0
unknown
0no
50
self-employed
married
secondary
no
2,061
yes
yes
cellular
29
jan
197
2
244
3
failure
0no
25
technician
single
secondary
no
959
no
no
cellular
9
jul
144
5
-1
0
unknown
0no
54
retired
married
primary
no
208
no
no
unknown
12
may
255
1
-1
0
unknown
0no
34
services
married
secondary
no
-315
yes
no
unknown
8
may
56
2
-1
0
unknown
0no
48
management
married
tertiary
yes
-13
yes
no
cellular
15
may
20
6
291
2
other
0no
37
admin.
married
tertiary
no
801
no
no
cellular
11
aug
331
7
-1
0
unknown
0no
66
retired
married
tertiary
no
1,948
no
no
cellular
28
jan
216
1
91
4
success
1yes
32
management
single
tertiary
no
751
yes
no
unknown
8
may
64
1
-1
0
unknown
0no
45
blue-collar
married
secondary
no
784
yes
yes
unknown
3
jun
34
1
-1
0
unknown
0no
43
blue-collar
single
secondary
no
24
no
no
cellular
12
may
68
1
363
1
failure
0no
41
management
married
tertiary
no
72
yes
no
unknown
7
may
764
3
-1
0
unknown
0no
40
technician
divorced
tertiary
no
1,871
yes
no
cellular
17
nov
64
1
-1
0
unknown
0no
44
services
single
secondary
no
1,378
yes
no
unknown
8
may
257
2
-1
0
unknown
0no
43
blue-collar
married
primary
no
188
yes
no
cellular
12
may
58
3
347
5
failure
0no
30
unknown
single
tertiary
no
6,836
no
no
cellular
27
feb
30
3
-1
0
unknown
0no
32
services
married
secondary
no
61
yes
no
cellular
8
jul
529
5
-1
0
unknown
0no
57
admin.
married
secondary
no
-967
yes
no
telephone
15
may
8
7
-1
0
unknown
0no
31
blue-collar
single
tertiary
no
462
yes
yes
unknown
19
may
147
1
-1
0
unknown
0no
49
unknown
married
secondary
no
0
no
no
cellular
28
aug
173
2
-1
0
unknown
0no
31
admin.
single
secondary
no
5,527
yes
no
unknown
21
may
132
1
-1
0
unknown
0no
41
admin.
married
tertiary
no
1,287
no
no
unknown
16
jun
286
1
-1
0
unknown
0no
44
management
married
tertiary
no
17,361
no
no
unknown
18
jun
476
1
-1
0
unknown
0no
54
entrepreneur
married
unknown
no
1,956
no
no
cellular
19
nov
221
5
-1
0
unknown
0no
37
blue-collar
divorced
secondary
no
0
yes
no
cellular
21
apr
146
4
-1
0
unknown
1yes
34
management
married
secondary
no
-294
yes
no
unknown
27
may
532
2
-1
0
unknown
0no
43
technician
married
secondary
no
275
no
no
cellular
25
aug
69
6
-1
0
unknown
0no
44
management
married
tertiary
no
724
yes
no
cellular
17
nov
157
2
172
1
failure
0no
44
services
married
secondary
no
27
no
no
cellular
25
may
485
1
-1
0
unknown
0no