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
64
retired
divorced
tertiary
no
890
no
no
cellular
3
jul
531
3
-1
0
unknown
0no
45
technician
divorced
secondary
no
809
yes
no
cellular
13
may
155
2
363
4
failure
0no
57
housemaid
married
secondary
no
158
yes
no
telephone
10
jul
73
1
-1
0
unknown
0no
21
student
single
unknown
no
137
yes
no
unknown
12
may
198
3
-1
0
unknown
0no
58
housemaid
married
secondary
no
2,705
no
no
telephone
14
aug
137
1
-1
0
unknown
0no
41
blue-collar
single
secondary
no
75
yes
no
unknown
1
jul
479
9
-1
0
unknown
1yes
41
management
married
unknown
no
2,457
yes
no
unknown
9
may
285
1
-1
0
unknown
0no
58
management
married
tertiary
no
541
yes
no
cellular
8
may
98
1
-1
0
unknown
0no
33
management
married
tertiary
no
287
yes
no
cellular
15
may
199
2
274
3
other
0no
32
management
married
tertiary
no
273
yes
yes
cellular
18
jul
97
3
-1
0
unknown
0no
44
services
divorced
secondary
no
0
yes
no
unknown
4
jun
389
5
-1
0
unknown
0no
47
unknown
married
unknown
no
677
no
no
cellular
7
aug
384
1
99
4
success
0no
41
self-employed
married
primary
no
340
no
no
unknown
6
jun
37
3
-1
0
unknown
0no
54
technician
married
tertiary
no
98
no
no
cellular
8
aug
420
4
-1
0
unknown
0no
47
technician
divorced
tertiary
no
477
yes
no
telephone
7
may
973
1
366
1
failure
0no
32
management
single
tertiary
no
2,629
no
no
cellular
28
aug
77
4
-1
0
unknown
0no
59
housemaid
married
tertiary
no
0
no
yes
cellular
29
jul
376
2
-1
0
unknown
0no
29
technician
single
tertiary
no
2,325
no
no
cellular
2
feb
125
1
-1
0
unknown
1yes
48
services
married
secondary
yes
-20
no
no
cellular
20
aug
142
2
-1
0
unknown
0no
32
technician
single
secondary
no
230
yes
no
cellular
18
may
442
1
266
8
failure
1yes
46
management
divorced
secondary
no
-852
no
yes
cellular
29
aug
728
2
-1
0
unknown
0no
31
blue-collar
single
primary
no
-280
no
no
unknown
21
may
281
3
-1
0
unknown
0no
53
blue-collar
married
secondary
no
25
no
no
cellular
22
aug
528
2
-1
0
unknown
1yes
34
technician
single
tertiary
no
9,851
yes
no
cellular
20
nov
128
5
-1
0
unknown
0no
48
services
single
unknown
no
5,095
yes
no
unknown
16
jun
71
1
-1
0
unknown
0no
32
technician
married
secondary
no
687
no
no
cellular
20
aug
161
4
-1
0
unknown
0no
31
management
married
secondary
no
1,368
yes
no
cellular
12
aug
129
4
-1
0
unknown
0no
27
blue-collar
single
primary
no
-179
yes
no
cellular
15
may
54
2
-1
0
unknown
0no
60
admin.
married
secondary
no
-396
yes
no
cellular
11
may
443
1
350
1
failure
0no
34
blue-collar
single
tertiary
no
1,011
yes
no
unknown
6
may
136
1
-1
0
unknown
0no
52
self-employed
married
secondary
no
9
no
yes
unknown
6
jun
44
1
-1
0
unknown
0no
48
blue-collar
married
secondary
no
1,159
yes
yes
cellular
15
may
1,181
9
-1
0
unknown
0no
45
technician
married
primary
no
-322
no
no
unknown
9
jun
225
2
-1
0
unknown
0no
54
technician
divorced
secondary
no
1,114
yes
no
cellular
30
jan
81
1
-1
0
unknown
0no
52
services
married
secondary
no
2,072
no
no
cellular
10
jul
224
1
-1
0
unknown
0no
47
entrepreneur
married
tertiary
no
459
yes
no
cellular
29
jul
189
4
-1
0
unknown
0no
54
unknown
married
secondary
no
1,157
no
no
cellular
26
may
98
2
-1
0
unknown
0no
34
blue-collar
married
secondary
no
8,309
yes
yes
cellular
19
nov
50
1
-1
0
unknown
0no
39
technician
single
tertiary
no
1,043
no
no
cellular
18
aug
195
10
-1
0
unknown
0no
46
technician
married
secondary
no
2,098
no
no
cellular
7
aug
110
2
-1
0
unknown
0no
26
unemployed
single
secondary
no
461
no
no
cellular
28
jan
214
1
-1
0
unknown
0no
37
technician
single
secondary
no
61
yes
no
unknown
19
may
182
8
-1
0
unknown
0no
47
blue-collar
married
secondary
no
1,203
yes
no
cellular
17
apr
239
2
-1
0
unknown
0no
35
technician
married
secondary
no
1,067
no
yes
cellular
12
aug
179
6
-1
0
unknown
0no
57
unemployed
married
primary
no
0
no
no
unknown
9
jun
540
1
-1
0
unknown
0no
34
management
married
tertiary
no
1,657
yes
no
cellular
18
may
566
2
356
4
failure
0no
47
technician
married
secondary
no
1,219
no
no
cellular
18
aug
697
4
-1
0
unknown
1yes
27
technician
married
secondary
no
7
yes
no
unknown
15
may
98
2
-1
0
unknown
0no
40
blue-collar
married
secondary
no
-839
yes
yes
cellular
16
jul
1,018
2
-1
0
unknown
1yes
39
technician
married
secondary
no
994
no
no
cellular
5
feb
221
1
241
1
failure
0no
36
entrepreneur
married
tertiary
no
6
no
no
telephone
30
oct
246
1
-1
0
unknown
0no
42
technician
single
secondary
no
0
no
no
cellular
21
aug
656
2
-1
0
unknown
0no
23
blue-collar
single
primary
no
8,627
yes
no
unknown
3
jun
281
1
-1
0
unknown
0no
34
management
married
tertiary
no
133
yes
no
unknown
8
may
65
1
-1
0
unknown
0no
34
blue-collar
married
secondary
no
247
yes
yes
unknown
26
may
193
5
-1
0
unknown
0no
49
services
married
secondary
no
1,114
no
no
cellular
17
nov
283
1
-1
0
unknown
0no
57
blue-collar
married
primary
no
1,592
no
yes
unknown
20
jun
78
4
-1
0
unknown
0no
59
retired
married
unknown
no
0
no
no
unknown
8
may
425
6
-1
0
unknown
0no
57
admin.
married
tertiary
no
46
no
no
cellular
7
aug
238
2
-1
0
unknown
0no
34
blue-collar
married
secondary
no
1,221
yes
no
cellular
6
may
182
1
90
8
failure
0no
61
management
married
secondary
no
985
no
no
cellular
18
aug
998
6
-1
0
unknown
1yes
35
blue-collar
divorced
secondary
no
0
yes
no
unknown
8
may
477
1
-1
0
unknown
0no
42
management
married
tertiary
no
520
no
no
cellular
4
nov
158
1
-1
0
unknown
0no
57
services
married
tertiary
no
10
no
no
telephone
8
jul
320
3
-1
0
unknown
0no
42
blue-collar
married
secondary
no
2,157
yes
no
cellular
13
may
149
1
364
2
failure
0no
53
retired
married
secondary
no
6,095
yes
yes
cellular
14
may
410
5
-1
0
unknown
0no
63
retired
married
tertiary
no
133
yes
no
cellular
13
feb
104
2
-1
0
unknown
0no
47
self-employed
married
secondary
no
1,121
no
no
unknown
20
jun
454
6
-1
0
unknown
0no
54
services
married
secondary
no
88
yes
no
unknown
13
may
190
1
-1
0
unknown
0no
45
admin.
married
secondary
no
0
no
no
cellular
19
aug
145
10
-1
0
unknown
0no
28
management
single
tertiary
no
-328
yes
no
telephone
2
feb
318
2
-1
0
unknown
0no
58
unemployed
married
secondary
no
610
yes
no
telephone
29
jul
246
2
-1
0
unknown
0no
48
management
single
tertiary
no
414
no
no
cellular
21
jul
761
2
-1
0
unknown
0no
35
management
divorced
tertiary
no
0
yes
no
telephone
29
oct
171
1
-1
0
unknown
1yes
37
self-employed
married
tertiary
no
0
no
no
unknown
6
jun
143
1
-1
0
unknown
0no
37
blue-collar
married
secondary
no
685
yes
no
unknown
6
jun
968
1
-1
0
unknown
0no
37
management
married
primary
no
22,856
no
no
cellular
2
jul
154
1
388
1
failure
0no
25
services
single
secondary
no
-352
no
no
cellular
15
jul
246
1
-1
0
unknown
0no
58
blue-collar
married
secondary
no
602
yes
no
cellular
13
may
201
1
-1
0
unknown
0no
52
management
married
secondary
no
-588
yes
no
cellular
22
jul
81
4
-1
0
unknown
0no
19
student
single
secondary
no
302
no
no
cellular
16
jul
205
1
-1
0
unknown
1yes
59
blue-collar
married
secondary
no
5,314
yes
no
cellular
5
may
200
3
-1
0
unknown
0no
41
technician
married
secondary
no
64
yes
yes
unknown
8
may
210
2
-1
0
unknown
0no
34
technician
single
tertiary
no
632
no
no
cellular
22
aug
215
10
-1
0
unknown
0no
35
technician
single
secondary
no
5,731
yes
no
cellular
4
may
164
2
167
4
other
0no
41
technician
married
secondary
no
902
no
no
unknown
16
jun
35
6
-1
0
unknown
0no
28
blue-collar
single
secondary
no
6,307
yes
no
unknown
28
may
615
1
-1
0
unknown
0no
53
management
divorced
secondary
no
112
no
yes
cellular
11
aug
246
3
-1
0
unknown
0no
35
services
married
secondary
no
0
no
yes
telephone
9
jul
42
1
-1
0
unknown
0no
33
admin.
single
tertiary
no
621
no
no
cellular
8
jul
217
1
-1
0
unknown
0no
37
technician
single
secondary
no
435
yes
no
unknown
26
may
210
1
-1
0
unknown
0no
32
technician
married
secondary
no
782
yes
no
unknown
26
may
116
4
-1
0
unknown
0no
32
blue-collar
married
secondary
no
478
yes
no
unknown
3
jun
200
1
-1
0
unknown
0no
54
services
married
unknown
no
7,864
yes
no
unknown
15
may
145
4
-1
0
unknown
0no
44
blue-collar
married
secondary
no
1,910
yes
no
unknown
5
jun
41
1
-1
0
unknown
0no
36
technician
divorced
tertiary
no
1,174
yes
no
cellular
18
nov
192
2
-1
0
unknown
0no
56
admin.
married
secondary
no
1,270
yes
no
cellular
17
nov
80
2
165
2
other
0no
30
management
single
tertiary
no
18
no
no
unknown
20
may
121
11
-1
0
unknown
0no
36
blue-collar
married
secondary
no
141
yes
no
unknown
23
may
106
3
-1
0
unknown
0no
43
management
married
tertiary
no
2,886
no
no
cellular
20
nov
230
1
-1
0
unknown
0no