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
36
blue-collar
married
secondary
no
0
yes
no
unknown
6
may
337
1
-1
0
unknown
0no
38
management
single
tertiary
no
493
yes
no
cellular
11
may
553
1
367
7
failure
0no
49
technician
married
secondary
no
5,996
no
no
telephone
21
nov
345
2
-1
0
unknown
0no
57
services
single
primary
no
3,777
yes
no
telephone
13
may
65
2
-1
0
unknown
0no
34
management
single
secondary
no
524
no
no
unknown
13
aug
9
1
-1
0
unknown
0no
32
management
single
tertiary
no
574
yes
no
cellular
14
apr
259
2
145
3
failure
0no
37
blue-collar
married
secondary
no
427
yes
yes
unknown
9
jun
371
3
-1
0
unknown
0no
33
self-employed
married
tertiary
no
483
yes
no
cellular
3
feb
280
2
-1
0
unknown
0no
56
unemployed
married
primary
no
3,391
no
no
cellular
21
apr
243
1
-1
0
unknown
1yes
27
housemaid
married
primary
no
0
yes
no
cellular
23
jul
435
3
-1
0
unknown
0no
21
student
single
secondary
no
2,488
no
no
cellular
30
jun
258
6
169
3
success
1yes
58
management
married
tertiary
no
1,517
yes
no
telephone
29
jul
7
5
-1
0
unknown
0no
32
self-employed
married
secondary
no
217
yes
yes
cellular
15
jul
317
5
-1
0
unknown
0no
33
blue-collar
single
secondary
no
22
no
no
cellular
30
jan
76
2
207
1
failure
0no
25
student
single
secondary
no
331
no
no
telephone
26
aug
170
4
-1
0
unknown
1yes
25
technician
single
secondary
no
505
no
yes
cellular
17
nov
386
2
-1
0
unknown
1yes
30
services
married
secondary
no
1,808
yes
no
cellular
18
may
83
2
-1
0
unknown
0no
22
admin.
single
secondary
no
4,111
no
yes
cellular
19
aug
65
1
-1
0
unknown
0no
39
blue-collar
married
primary
no
52
no
no
cellular
13
aug
69
1
-1
0
unknown
0no
46
management
divorced
tertiary
no
25
no
no
unknown
17
jun
564
2
-1
0
unknown
0no
31
admin.
divorced
secondary
no
1,890
yes
no
cellular
21
jul
588
1
-1
0
unknown
0no
45
blue-collar
married
primary
no
419
no
no
cellular
18
aug
113
4
-1
0
unknown
0no
32
technician
married
secondary
no
2,693
yes
no
unknown
21
may
16
1
-1
0
unknown
0no
36
blue-collar
married
secondary
no
-231
no
yes
cellular
15
jul
779
2
-1
0
unknown
0no
51
management
single
tertiary
yes
-55
yes
no
cellular
11
may
281
2
266
6
failure
0no
34
self-employed
single
tertiary
no
462
no
no
cellular
21
aug
1,877
3
-1
0
unknown
1yes
24
unemployed
single
secondary
no
119
no
no
unknown
15
sep
51
1
-1
0
unknown
0no
45
technician
single
secondary
no
586
no
yes
cellular
28
jul
32
3
-1
0
unknown
0no
32
blue-collar
single
secondary
no
228
no
no
telephone
5
feb
176
1
288
3
failure
0no
77
retired
divorced
tertiary
no
4,659
no
no
cellular
14
apr
161
1
-1
0
unknown
1yes
41
blue-collar
married
primary
no
168
yes
no
cellular
18
nov
187
3
-1
0
unknown
0no
37
blue-collar
married
primary
no
0
yes
no
unknown
26
may
24
1
-1
0
unknown
0no
43
blue-collar
married
unknown
yes
-715
yes
no
unknown
30
may
67
3
-1
0
unknown
0no
48
admin.
married
unknown
no
0
yes
no
cellular
8
may
85
1
168
2
failure
0no
27
technician
single
secondary
no
769
yes
no
unknown
9
may
317
2
-1
0
unknown
0no
33
management
single
tertiary
no
0
no
no
cellular
28
aug
236
10
-1
0
unknown
0no
29
admin.
single
secondary
no
428
yes
yes
cellular
7
may
54
1
345
2
failure
0no
34
management
single
tertiary
no
0
no
no
cellular
5
feb
71
1
-1
0
unknown
0no
52
management
married
tertiary
no
-970
yes
no
cellular
4
feb
489
1
-1
0
unknown
1yes
60
management
married
unknown
no
6,313
no
no
unknown
19
jun
39
2
-1
0
unknown
0no
32
management
divorced
tertiary
no
948
no
no
cellular
12
aug
204
2
-1
0
unknown
0no
32
management
single
tertiary
no
0
yes
no
cellular
22
jul
455
2
-1
0
unknown
0no
56
services
divorced
unknown
no
1,877
yes
no
unknown
30
may
86
1
-1
0
unknown
0no
31
management
single
tertiary
no
874
yes
no
cellular
18
nov
190
2
-1
0
unknown
0no
42
admin.
married
secondary
no
323
yes
yes
unknown
8
may
280
2
-1
0
unknown
0no
35
management
married
tertiary
no
106
no
yes
cellular
11
aug
588
2
-1
0
unknown
0no
56
retired
married
primary
no
1,906
no
yes
unknown
19
jun
45
9
-1
0
unknown
0no
48
technician
married
secondary
no
1,152
yes
no
cellular
21
jul
168
5
-1
0
unknown
0no
46
admin.
married
secondary
no
179
yes
no
cellular
29
jan
194
4
436
1
other
0no
37
technician
single
unknown
no
391
yes
no
unknown
8
may
103
3
-1
0
unknown
0no
41
entrepreneur
married
unknown
no
89
yes
no
unknown
6
may
333
2
-1
0
unknown
0no
36
management
single
tertiary
no
442
yes
yes
cellular
29
jul
102
3
-1
0
unknown
0no
45
unemployed
divorced
primary
yes
-249
yes
yes
unknown
1
jul
92
1
-1
0
unknown
0no
55
entrepreneur
married
secondary
no
8,104
no
no
cellular
6
feb
213
2
-1
0
unknown
0no
39
technician
married
secondary
no
501
no
no
unknown
26
may
289
1
-1
0
unknown
0no
35
technician
divorced
secondary
no
308
no
no
cellular
22
aug
77
2
-1
0
unknown
0no
55
admin.
married
secondary
no
602
no
no
cellular
1
jun
324
3
90
2
success
1yes
55
technician
married
secondary
no
273
yes
no
cellular
29
jan
84
3
183
3
failure
0no
27
self-employed
single
secondary
no
50
no
no
cellular
29
jan
168
1
-1
0
unknown
0no
34
technician
married
secondary
no
1,641
yes
no
cellular
17
apr
380
1
-1
0
unknown
0no
34
blue-collar
married
tertiary
no
20
no
no
unknown
4
oct
10
1
-1
0
unknown
0no
25
admin.
single
secondary
no
4,590
yes
no
unknown
28
may
199
2
-1
0
unknown
0no
41
admin.
single
secondary
no
-256
no
yes
unknown
9
may
35
3
-1
0
unknown
0no
43
services
married
secondary
no
978
yes
yes
unknown
26
may
82
2
-1
0
unknown
0no
28
management
single
tertiary
no
80
no
no
cellular
20
oct
676
2
146
2
failure
1yes
31
admin.
single
secondary
no
2,104
yes
no
unknown
3
jun
455
1
-1
0
unknown
0no
78
housemaid
married
secondary
no
499
no
no
telephone
16
mar
80
4
-1
0
unknown
0no
45
blue-collar
divorced
secondary
no
1,269
yes
no
cellular
29
jan
549
2
-1
0
unknown
0no
48
technician
married
tertiary
no
310
no
no
unknown
6
may
135
1
-1
0
unknown
0no
32
blue-collar
single
secondary
no
1,143
yes
yes
cellular
10
jul
412
1
-1
0
unknown
0no
42
technician
married
secondary
no
2,980
no
no
unknown
20
jun
101
3
-1
0
unknown
0no
37
management
single
tertiary
no
37
no
no
cellular
28
jan
253
2
-1
0
unknown
0no
40
admin.
single
secondary
no
462
yes
yes
cellular
6
apr
272
1
335
4
other
0no
32
admin.
married
secondary
no
1,031
yes
no
cellular
17
jul
84
1
-1
0
unknown
0no
42
management
married
tertiary
no
9,009
no
no
cellular
20
nov
135
2
-1
0
unknown
0no
43
admin.
married
secondary
no
-465
yes
yes
cellular
23
jul
166
1
-1
0
unknown
0no
44
admin.
married
secondary
no
5,181
yes
yes
cellular
31
jul
18
7
-1
0
unknown
0no
37
admin.
married
secondary
no
176
yes
no
cellular
5
may
147
2
347
1
failure
0no
37
unknown
married
unknown
no
1,699
no
no
unknown
9
jun
63
1
-1
0
unknown
0no
37
admin.
married
tertiary
no
0
yes
no
cellular
17
nov
65
2
119
1
failure
0no
28
technician
single
tertiary
no
172
yes
yes
cellular
2
feb
194
2
-1
0
unknown
0no
32
services
single
secondary
no
0
no
yes
cellular
11
jul
333
2
-1
0
unknown
0no
34
admin.
single
secondary
no
6,979
yes
no
cellular
15
may
14
5
-1
0
unknown
0no
40
admin.
divorced
secondary
no
6
no
no
unknown
11
jun
140
1
-1
0
unknown
0no
34
services
married
secondary
no
-62
yes
no
unknown
16
jun
109
3
-1
0
unknown
0no
34
self-employed
married
tertiary
no
1,972
yes
no
cellular
23
jul
61
2
-1
0
unknown
0no
34
admin.
married
tertiary
no
899
yes
no
telephone
19
nov
377
3
7
4
success
0no
37
services
single
secondary
no
21
yes
no
cellular
2
feb
96
1
271
2
other
0no
36
technician
married
secondary
no
23
yes
no
cellular
8
may
152
2
347
1
failure
0no
56
retired
married
secondary
no
-1,206
yes
no
cellular
15
jun
382
2
-1
0
unknown
1yes
49
blue-collar
married
primary
no
0
yes
yes
telephone
23
jul
97
6
-1
0
unknown
0no
33
self-employed
married
secondary
no
215
yes
no
cellular
29
jul
543
12
-1
0
unknown
0no
30
management
single
tertiary
no
1,372
no
no
cellular
20
nov
240
2
-1
0
unknown
0no
36
services
married
secondary
no
1,981
no
no
unknown
17
jun
48
2
-1
0
unknown
0no
23
student
single
secondary
no
9,216
no
no
cellular
5
jun
471
2
-1
0
unknown
0no
57
retired
divorced
secondary
no
39
yes
no
cellular
30
jul
354
3
-1
0
unknown
0no
27
blue-collar
single
secondary
no
5,563
yes
no
unknown
30
may
435
2
-1
0
unknown
0no
38
services
married
secondary
no
1
no
yes
cellular
21
nov
152
2
-1
0
unknown
0no
42
technician
married
tertiary
no
782
no
no
cellular
3
apr
285
1
-1
0
unknown
0no
75
retired
married
secondary
no
3,771
no
no
telephone
15
apr
185
1
181
2
success
1yes