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
54
management
married
tertiary
no
2,960
yes
no
cellular
20
nov
83
1
-1
0
unknown
0no
29
unemployed
single
secondary
no
486
no
no
telephone
30
apr
95
1
-1
0
unknown
0no
51
retired
divorced
secondary
no
343
yes
no
unknown
30
may
78
2
-1
0
unknown
0no
40
unemployed
divorced
secondary
no
507
yes
no
cellular
2
feb
134
1
266
7
failure
0no
35
management
single
tertiary
no
5,958
yes
no
cellular
22
mar
215
1
-1
0
unknown
1yes
25
student
single
secondary
no
304
no
no
cellular
26
may
226
2
-1
0
unknown
1yes
32
blue-collar
single
secondary
no
118
yes
no
cellular
17
jul
1,275
1
-1
0
unknown
1yes
30
self-employed
married
secondary
no
123
no
yes
unknown
17
jul
66
1
85
5
other
0no
38
management
married
tertiary
no
76
yes
no
cellular
7
jul
196
3
-1
0
unknown
0no
46
admin.
married
secondary
no
70
yes
no
cellular
27
mar
229
2
-1
0
unknown
1yes
43
unemployed
married
primary
no
960
yes
yes
unknown
15
may
241
2
-1
0
unknown
0no
32
technician
single
tertiary
no
2,185
no
no
cellular
20
nov
354
2
-1
0
unknown
0no
29
blue-collar
single
secondary
no
309
yes
no
cellular
11
may
471
3
-1
0
unknown
0no
56
blue-collar
married
secondary
no
2,190
no
yes
cellular
30
jan
90
2
232
1
failure
0no
57
technician
married
primary
no
0
no
no
unknown
5
jun
58
8
-1
0
unknown
0no
38
admin.
married
secondary
no
3,732
yes
no
unknown
21
may
379
2
-1
0
unknown
0no
51
technician
married
primary
no
1,550
no
no
unknown
20
jun
12
5
-1
0
unknown
0no
35
admin.
single
tertiary
no
62
no
yes
cellular
30
apr
67
1
-1
0
unknown
0no
37
blue-collar
married
primary
no
704
no
no
unknown
18
jun
165
7
-1
0
unknown
0no
48
management
married
secondary
no
4,415
yes
no
cellular
8
apr
1,032
3
141
7
failure
1yes
30
blue-collar
single
secondary
yes
4
yes
no
unknown
23
may
84
3
-1
0
unknown
0no
60
retired
married
secondary
no
262
no
no
cellular
18
aug
393
4
-1
0
unknown
0no
56
management
married
secondary
no
238
yes
no
cellular
19
nov
808
1
-1
0
unknown
0no
45
blue-collar
married
primary
no
97
yes
no
unknown
7
may
923
3
-1
0
unknown
0no
38
technician
divorced
secondary
no
410
no
no
cellular
11
aug
63
6
-1
0
unknown
0no
20
student
single
secondary
no
1,191
no
no
cellular
12
feb
274
1
-1
0
unknown
0no
59
retired
married
primary
no
-47
yes
no
cellular
27
aug
84
4
-1
0
unknown
0no
34
technician
married
tertiary
no
197
no
no
cellular
20
aug
78
3
-1
0
unknown
1yes
36
blue-collar
married
unknown
no
6
no
no
unknown
20
jun
41
7
-1
0
unknown
0no
53
admin.
single
secondary
no
2,398
yes
no
cellular
2
aug
317
1
180
2
failure
1yes
51
management
married
tertiary
no
630
yes
no
cellular
5
may
138
1
-1
0
unknown
0no
58
retired
married
secondary
no
235
no
no
cellular
27
aug
88
4
-1
0
unknown
0no
48
management
married
primary
no
1,910
yes
no
unknown
29
may
413
2
-1
0
unknown
0no
56
management
married
tertiary
no
3,172
yes
no
cellular
5
feb
139
1
-1
0
unknown
0no
51
blue-collar
married
primary
no
872
no
no
cellular
8
aug
82
2
-1
0
unknown
0no
35
blue-collar
married
secondary
no
407
yes
no
cellular
20
apr
12
6
-1
0
unknown
0no
40
admin.
single
secondary
no
100
yes
no
cellular
11
aug
221
1
461
1
success
1yes
59
housemaid
married
secondary
no
345
no
no
unknown
9
jun
38
1
-1
0
unknown
0no
44
management
divorced
tertiary
no
2,058
no
yes
cellular
21
nov
661
1
-1
0
unknown
0no
49
housemaid
married
primary
no
889
no
no
telephone
7
jul
388
1
-1
0
unknown
1yes
35
admin.
married
tertiary
no
0
yes
no
cellular
28
jul
151
7
-1
0
unknown
0no
41
management
married
tertiary
no
51
no
no
cellular
25
aug
140
8
-1
0
unknown
0no
55
retired
married
primary
no
150
no
no
cellular
8
jul
124
1
-1
0
unknown
0no
51
self-employed
married
secondary
yes
34
no
yes
cellular
7
jul
200
1
-1
0
unknown
0no
27
services
single
secondary
no
795
no
no
cellular
6
feb
101
3
-1
0
unknown
0no
57
blue-collar
married
primary
no
282
no
yes
cellular
7
jul
261
12
-1
0
unknown
0no
51
management
single
tertiary
no
2,139
no
no
cellular
17
nov
176
2
-1
0
unknown
0no
38
management
married
tertiary
no
-469
yes
no
unknown
16
jun
209
12
-1
0
unknown
0no
49
admin.
married
secondary
no
197
yes
no
cellular
13
apr
223
1
182
2
failure
1yes
40
technician
single
tertiary
no
825
yes
no
cellular
20
apr
38
1
335
1
other
0no
47
housemaid
single
tertiary
no
3,232
no
no
telephone
6
oct
541
1
204
3
failure
0no
48
management
divorced
secondary
no
1,598
yes
no
unknown
29
may
84
1
-1
0
unknown
0no
47
services
married
tertiary
no
871
no
no
cellular
22
aug
602
9
-1
0
unknown
0no
56
services
married
secondary
no
83
no
no
cellular
27
aug
26
11
-1
0
unknown
0no
29
management
single
tertiary
no
1,445
no
no
cellular
26
apr
328
2
143
2
success
1yes
38
technician
married
secondary
no
226
yes
no
unknown
30
may
762
3
-1
0
unknown
1yes
32
management
married
tertiary
no
-55
yes
no
cellular
26
aug
107
4
-1
0
unknown
0no
42
admin.
single
secondary
no
243
yes
no
unknown
14
may
46
5
-1
0
unknown
0no
30
blue-collar
married
primary
no
-336
no
no
cellular
10
jul
128
6
-1
0
unknown
0no
26
admin.
single
tertiary
no
3,672
yes
no
unknown
29
may
360
5
-1
0
unknown
0no
35
technician
married
secondary
no
0
yes
no
cellular
9
nov
524
1
96
5
success
1yes
35
technician
married
secondary
no
251
yes
yes
unknown
1
jul
128
3
-1
0
unknown
0no
35
self-employed
single
tertiary
no
44
no
no
cellular
7
sep
310
2
96
2
other
0no
57
blue-collar
married
secondary
no
2,887
no
no
cellular
21
aug
819
10
-1
0
unknown
1yes
29
admin.
single
secondary
no
1,992
no
no
cellular
8
jul
202
1
87
2
failure
0no
32
blue-collar
single
secondary
no
2
no
no
unknown
9
may
144
2
-1
0
unknown
0no
45
technician
married
secondary
no
1,415
yes
no
cellular
24
jul
311
1
-1
0
unknown
0no
51
management
single
tertiary
no
297
yes
no
cellular
15
may
415
4
375
1
failure
1yes
31
technician
single
secondary
no
1,094
yes
no
unknown
12
jun
93
8
-1
0
unknown
0no
50
self-employed
married
unknown
no
-84
yes
no
unknown
6
may
101
1
-1
0
unknown
0no
38
blue-collar
single
secondary
no
-1
yes
no
unknown
7
may
72
1
-1
0
unknown
0no
37
management
married
tertiary
no
347
yes
no
cellular
22
jul
282
1
-1
0
unknown
0no
35
management
married
tertiary
no
1,253
yes
no
unknown
19
may
210
2
-1
0
unknown
0no
37
unemployed
married
unknown
no
4,565
no
no
cellular
4
sep
369
1
-1
0
unknown
0no
28
management
single
tertiary
no
781
no
no
cellular
9
apr
125
6
-1
0
unknown
0no
38
management
married
tertiary
no
7,124
no
no
unknown
16
jun
301
6
-1
0
unknown
0no
43
management
married
secondary
no
17,555
no
no
cellular
26
aug
14
14
-1
0
unknown
0no
43
management
married
unknown
no
5,172
yes
no
unknown
29
may
57
3
-1
0
unknown
0no
56
management
married
tertiary
no
15,520
no
no
cellular
18
nov
420
1
-1
0
unknown
0no
32
technician
single
tertiary
no
13,711
yes
no
cellular
14
may
638
1
175
3
success
0no
58
management
divorced
tertiary
no
1,533
no
no
unknown
15
may
137
2
-1
0
unknown
0no
47
management
married
tertiary
no
286
no
no
cellular
22
aug
557
7
-1
0
unknown
0no
31
blue-collar
single
secondary
no
-219
yes
no
unknown
30
may
66
2
-1
0
unknown
0no
38
management
married
tertiary
no
0
yes
no
unknown
20
may
206
1
-1
0
unknown
0no
50
blue-collar
married
secondary
no
810
yes
no
unknown
14
may
19
14
-1
0
unknown
0no
32
blue-collar
married
secondary
no
300
no
no
cellular
6
feb
166
2
-1
0
unknown
0no
37
services
single
secondary
no
1,175
yes
no
cellular
15
may
102
1
333
2
failure
0no
39
management
married
tertiary
no
0
yes
no
unknown
2
jun
46
2
-1
0
unknown
0no
40
services
married
secondary
no
113
yes
no
unknown
4
jun
126
1
-1
0
unknown
0no
41
blue-collar
married
secondary
no
641
yes
no
unknown
13
may
161
1
-1
0
unknown
0no
45
technician
married
secondary
no
1,477
yes
no
cellular
8
jul
355
1
-1
0
unknown
0no
31
admin.
married
secondary
no
0
yes
no
unknown
14
may
40
2
-1
0
unknown
0no
54
services
married
primary
no
8
yes
no
cellular
14
may
143
1
-1
0
unknown
0no
39
admin.
divorced
secondary
no
399
yes
yes
cellular
14
aug
133
2
-1
0
unknown
0no
56
admin.
divorced
secondary
yes
-435
yes
yes
unknown
9
may
185
2
-1
0
unknown
0no
35
admin.
single
secondary
no
2,830
no
no
unknown
20
jun
22
12
-1
0
unknown
0no
34
management
married
secondary
no
15
no
no
cellular
25
aug
184
7
-1
0
unknown
0no
31
technician
single
secondary
no
125
no
no
cellular
22
aug
78
2
-1
0
unknown
0no
38
technician
married
tertiary
no
45
no
no
cellular
22
jul
125
4
-1
0
unknown
0no
41
technician
married
tertiary
no
13
no
no
unknown
5
jun
189
2
-1
0
unknown
0no