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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
52 |
services
|
married
|
secondary
|
no
| 431 |
no
|
no
|
cellular
| 26 |
aug
| 73 | 17 | -1 | 0 |
unknown
| 0no
|
25 |
technician
|
single
|
tertiary
|
no
| 777 |
yes
|
no
|
unknown
| 14 |
may
| 351 | 1 | -1 | 0 |
unknown
| 0no
|
29 |
management
|
married
|
tertiary
|
no
| 199 |
yes
|
yes
|
unknown
| 7 |
may
| 1,689 | 4 | -1 | 0 |
unknown
| 1yes
|
35 |
technician
|
single
|
tertiary
|
no
| 3,552 |
no
|
no
|
cellular
| 21 |
nov
| 267 | 1 | -1 | 0 |
unknown
| 0no
|
49 |
services
|
married
|
secondary
|
no
| 47 |
no
|
no
|
unknown
| 5 |
may
| 234 | 2 | -1 | 0 |
unknown
| 0no
|
41 |
admin.
|
divorced
|
secondary
|
no
| 3,823 |
no
|
no
|
cellular
| 26 |
apr
| 234 | 10 | -1 | 0 |
unknown
| 0no
|
32 |
management
|
married
|
tertiary
|
no
| 138 |
no
|
no
|
cellular
| 20 |
aug
| 94 | 4 | -1 | 0 |
unknown
| 0no
|
29 |
admin.
|
single
|
secondary
|
no
| 1,117 |
yes
|
no
|
unknown
| 8 |
may
| 77 | 2 | -1 | 0 |
unknown
| 0no
|
28 |
blue-collar
|
married
|
secondary
|
no
| 1,325 |
yes
|
no
|
cellular
| 15 |
may
| 242 | 1 | -1 | 0 |
unknown
| 0no
|
59 |
retired
|
married
|
secondary
|
no
| 0 |
no
|
no
|
cellular
| 18 |
jul
| 247 | 4 | -1 | 0 |
unknown
| 0no
|
34 |
entrepreneur
|
married
|
tertiary
|
no
| 4,343 |
no
|
no
|
unknown
| 9 |
jun
| 85 | 4 | -1 | 0 |
unknown
| 0no
|
55 |
management
|
divorced
|
tertiary
|
no
| 1,598 |
no
|
no
|
cellular
| 22 |
aug
| 607 | 4 | -1 | 0 |
unknown
| 0no
|
34 |
management
|
married
|
tertiary
|
no
| 3,301 |
yes
|
no
|
cellular
| 17 |
jun
| 485 | 2 | 227 | 4 |
failure
| 1yes
|
24 |
student
|
single
|
secondary
|
no
| 822 |
no
|
no
|
cellular
| 27 |
oct
| 184 | 1 | 91 | 2 |
failure
| 1yes
|
42 |
technician
|
divorced
|
secondary
|
no
| -280 |
yes
|
no
|
unknown
| 26 |
may
| 258 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
management
|
single
|
unknown
|
no
| 1,534 |
yes
|
no
|
cellular
| 16 |
apr
| 156 | 1 | 147 | 7 |
other
| 0no
|
34 |
admin.
|
married
|
secondary
|
no
| 1,671 |
no
|
no
|
unknown
| 21 |
may
| 160 | 1 | -1 | 0 |
unknown
| 0no
|
51 |
self-employed
|
married
|
tertiary
|
no
| 2,007 |
no
|
no
|
unknown
| 16 |
jun
| 1,021 | 1 | -1 | 0 |
unknown
| 0no
|
58 |
blue-collar
|
married
|
primary
|
no
| 0 |
yes
|
no
|
cellular
| 31 |
jul
| 5 | 25 | -1 | 0 |
unknown
| 0no
|
44 |
technician
|
married
|
secondary
|
no
| 2,776 |
yes
|
no
|
cellular
| 27 |
jan
| 701 | 1 | -1 | 0 |
unknown
| 1yes
|
33 |
blue-collar
|
married
|
secondary
|
no
| 139 |
yes
|
yes
|
cellular
| 18 |
may
| 732 | 2 | 291 | 5 |
failure
| 1yes
|
34 |
management
|
married
|
tertiary
|
no
| 573 |
no
|
no
|
cellular
| 10 |
aug
| 122 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
admin.
|
married
|
secondary
|
no
| 475 |
yes
|
no
|
unknown
| 7 |
may
| 559 | 1 | -1 | 0 |
unknown
| 0no
|
42 |
blue-collar
|
divorced
|
secondary
|
no
| 47 |
yes
|
yes
|
unknown
| 8 |
may
| 141 | 1 | -1 | 0 |
unknown
| 0no
|
46 |
management
|
single
|
tertiary
|
no
| 2,154 |
yes
|
no
|
cellular
| 21 |
jul
| 87 | 4 | -1 | 0 |
unknown
| 0no
|
31 |
self-employed
|
single
|
tertiary
|
no
| 96 |
no
|
no
|
cellular
| 5 |
feb
| 577 | 1 | -1 | 0 |
unknown
| 0no
|
39 |
entrepreneur
|
married
|
tertiary
|
no
| 83 |
yes
|
no
|
cellular
| 11 |
jul
| 193 | 2 | -1 | 0 |
unknown
| 0no
|
34 |
management
|
single
|
tertiary
|
no
| 6,766 |
no
|
no
|
cellular
| 28 |
aug
| 210 | 5 | -1 | 0 |
unknown
| 0no
|
47 |
technician
|
married
|
secondary
|
no
| 3,973 |
no
|
no
|
cellular
| 6 |
aug
| 732 | 2 | -1 | 0 |
unknown
| 0no
|
42 |
services
|
divorced
|
secondary
|
no
| 372 |
yes
|
yes
|
unknown
| 6 |
may
| 121 | 2 | -1 | 0 |
unknown
| 0no
|
48 |
blue-collar
|
single
|
secondary
|
no
| -552 |
no
|
yes
|
cellular
| 21 |
nov
| 150 | 2 | -1 | 0 |
unknown
| 0no
|
30 |
self-employed
|
single
|
tertiary
|
no
| 48 |
no
|
no
|
cellular
| 21 |
nov
| 140 | 1 | -1 | 0 |
unknown
| 0no
|
38 |
technician
|
married
|
secondary
|
no
| 7,696 |
yes
|
no
|
cellular
| 20 |
nov
| 386 | 2 | -1 | 0 |
unknown
| 0no
|
24 |
services
|
married
|
secondary
|
no
| 4,500 |
yes
|
no
|
cellular
| 11 |
may
| 733 | 2 | -1 | 0 |
unknown
| 1yes
|
34 |
technician
|
married
|
secondary
|
no
| 1 |
yes
|
no
|
cellular
| 19 |
nov
| 108 | 1 | -1 | 0 |
unknown
| 0no
|
46 |
management
|
single
|
tertiary
|
no
| 46 |
no
|
yes
|
cellular
| 17 |
nov
| 80 | 1 | 152 | 1 |
failure
| 0no
|
32 |
admin.
|
divorced
|
secondary
|
yes
| -18 |
yes
|
no
|
unknown
| 12 |
may
| 155 | 3 | -1 | 0 |
unknown
| 0no
|
46 |
services
|
married
|
secondary
|
no
| 451 |
yes
|
yes
|
cellular
| 13 |
may
| 389 | 4 | -1 | 0 |
unknown
| 0no
|
26 |
self-employed
|
married
|
tertiary
|
no
| 479 |
yes
|
no
|
cellular
| 9 |
feb
| 133 | 3 | -1 | 0 |
unknown
| 0no
|
42 |
blue-collar
|
married
|
secondary
|
no
| 0 |
yes
|
no
|
cellular
| 21 |
nov
| 328 | 6 | -1 | 0 |
unknown
| 0no
|
50 |
technician
|
married
|
secondary
|
no
| 1,130 |
yes
|
no
|
cellular
| 23 |
jul
| 119 | 2 | -1 | 0 |
unknown
| 0no
|
41 |
blue-collar
|
married
|
primary
|
no
| 389 |
yes
|
no
|
unknown
| 16 |
jun
| 87 | 6 | -1 | 0 |
unknown
| 0no
|
34 |
admin.
|
single
|
secondary
|
no
| 10 |
no
|
yes
|
cellular
| 18 |
nov
| 162 | 1 | 173 | 3 |
failure
| 0no
|
32 |
services
|
married
|
secondary
|
no
| 401 |
yes
|
no
|
unknown
| 15 |
may
| 294 | 2 | -1 | 0 |
unknown
| 0no
|
58 |
housemaid
|
single
|
tertiary
|
no
| 145 |
yes
|
yes
|
cellular
| 16 |
jul
| 128 | 2 | -1 | 0 |
unknown
| 0no
|
45 |
technician
|
married
|
secondary
|
no
| 115 |
yes
|
no
|
cellular
| 6 |
may
| 108 | 1 | -1 | 0 |
unknown
| 0no
|
28 |
admin.
|
single
|
secondary
|
no
| 89 |
yes
|
yes
|
cellular
| 6 |
feb
| 172 | 2 | -1 | 0 |
unknown
| 0no
|
35 |
technician
|
married
|
secondary
|
no
| 94 |
yes
|
yes
|
unknown
| 14 |
may
| 208 | 5 | -1 | 0 |
unknown
| 0no
|
39 |
services
|
married
|
secondary
|
no
| 1,438 |
yes
|
no
|
unknown
| 20 |
may
| 212 | 2 | -1 | 0 |
unknown
| 0no
|
49 |
unemployed
|
divorced
|
tertiary
|
no
| 780 |
no
|
no
|
cellular
| 8 |
nov
| 148 | 1 | 871 | 2 |
failure
| 0no
|
50 |
management
|
married
|
tertiary
|
no
| 207 |
yes
|
no
|
cellular
| 4 |
feb
| 99 | 1 | -1 | 0 |
unknown
| 0no
|
37 |
management
|
married
|
tertiary
|
no
| 238 |
no
|
no
|
cellular
| 3 |
feb
| 185 | 1 | 92 | 1 |
success
| 1yes
|
45 |
blue-collar
|
married
|
primary
|
no
| 2,433 |
no
|
no
|
cellular
| 6 |
aug
| 133 | 2 | -1 | 0 |
unknown
| 0no
|
30 |
housemaid
|
single
|
secondary
|
no
| 1,924 |
no
|
no
|
cellular
| 6 |
feb
| 170 | 1 | -1 | 0 |
unknown
| 0no
|
48 |
unemployed
|
married
|
tertiary
|
no
| -471 |
yes
|
no
|
unknown
| 19 |
may
| 668 | 7 | -1 | 0 |
unknown
| 0no
|
36 |
management
|
single
|
tertiary
|
no
| 1,531 |
yes
|
no
|
cellular
| 8 |
may
| 81 | 3 | 170 | 1 |
failure
| 0no
|
41 |
management
|
single
|
secondary
|
no
| 764 |
no
|
no
|
cellular
| 12 |
jun
| 230 | 2 | -1 | 0 |
unknown
| 0no
|
55 |
blue-collar
|
married
|
secondary
|
no
| 383 |
no
|
no
|
unknown
| 5 |
may
| 287 | 1 | -1 | 0 |
unknown
| 0no
|
70 |
retired
|
married
|
primary
|
no
| 3,782 |
no
|
no
|
cellular
| 16 |
mar
| 618 | 1 | -1 | 0 |
unknown
| 0no
|
41 |
management
|
married
|
tertiary
|
no
| 326 |
yes
|
no
|
cellular
| 5 |
may
| 788 | 1 | -1 | 0 |
unknown
| 1yes
|
47 |
services
|
divorced
|
secondary
|
no
| 691 |
no
|
no
|
cellular
| 6 |
feb
| 285 | 6 | -1 | 0 |
unknown
| 0no
|
34 |
technician
|
single
|
secondary
|
no
| 0 |
no
|
no
|
cellular
| 21 |
aug
| 163 | 2 | -1 | 0 |
unknown
| 0no
|
33 |
management
|
single
|
tertiary
|
no
| 99 |
no
|
no
|
cellular
| 8 |
jul
| 159 | 1 | -1 | 0 |
unknown
| 0no
|
58 |
retired
|
married
|
secondary
|
no
| 502 |
yes
|
no
|
cellular
| 12 |
may
| 197 | 2 | 370 | 3 |
failure
| 0no
|
51 |
management
|
married
|
tertiary
|
no
| -15 |
no
|
no
|
cellular
| 25 |
jul
| 212 | 2 | -1 | 0 |
unknown
| 0no
|
45 |
management
|
married
|
tertiary
|
no
| 1,929 |
yes
|
no
|
unknown
| 29 |
may
| 44 | 15 | -1 | 0 |
unknown
| 0no
|
55 |
admin.
|
married
|
secondary
|
no
| 0 |
no
|
no
|
cellular
| 23 |
sep
| 180 | 2 | 238 | 3 |
success
| 0no
|
30 |
blue-collar
|
single
|
primary
|
no
| 185 |
no
|
no
|
unknown
| 26 |
jun
| 11 | 1 | -1 | 0 |
unknown
| 0no
|
33 |
management
|
single
|
secondary
|
no
| -424 |
yes
|
no
|
unknown
| 26 |
may
| 863 | 1 | -1 | 0 |
unknown
| 0no
|
27 |
services
|
single
|
secondary
|
no
| 0 |
yes
|
no
|
unknown
| 7 |
may
| 388 | 7 | -1 | 0 |
unknown
| 0no
|
59 |
retired
|
married
|
secondary
|
no
| 319 |
yes
|
no
|
unknown
| 5 |
may
| 143 | 3 | -1 | 0 |
unknown
| 0no
|
34 |
management
|
single
|
tertiary
|
no
| 171 |
yes
|
no
|
cellular
| 7 |
may
| 191 | 1 | 294 | 1 |
failure
| 0no
|
47 |
technician
|
divorced
|
tertiary
|
no
| -1,148 |
yes
|
yes
|
unknown
| 27 |
may
| 62 | 2 | -1 | 0 |
unknown
| 0no
|
44 |
blue-collar
|
married
|
primary
|
no
| -11 |
yes
|
no
|
unknown
| 9 |
may
| 13 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
admin.
|
single
|
secondary
|
no
| 0 |
yes
|
no
|
cellular
| 13 |
may
| 1,073 | 1 | -1 | 0 |
unknown
| 1yes
|
45 |
management
|
married
|
tertiary
|
no
| -206 |
yes
|
no
|
cellular
| 6 |
may
| 337 | 2 | -1 | 0 |
unknown
| 0no
|
42 |
blue-collar
|
married
|
primary
|
no
| 704 |
yes
|
yes
|
telephone
| 31 |
jul
| 88 | 10 | -1 | 0 |
unknown
| 0no
|
38 |
technician
|
married
|
secondary
|
no
| 1,931 |
no
|
no
|
cellular
| 2 |
jun
| 167 | 1 | 298 | 10 |
other
| 0no
|
34 |
technician
|
single
|
secondary
|
no
| 943 |
no
|
no
|
cellular
| 29 |
aug
| 96 | 4 | -1 | 0 |
unknown
| 0no
|
35 |
technician
|
married
|
secondary
|
no
| 327 |
yes
|
no
|
cellular
| 13 |
apr
| 537 | 3 | -1 | 0 |
unknown
| 0no
|
29 |
management
|
single
|
secondary
|
no
| -105 |
yes
|
no
|
unknown
| 27 |
may
| 5 | 3 | -1 | 0 |
unknown
| 0no
|
58 |
retired
|
married
|
secondary
|
no
| 983 |
no
|
no
|
cellular
| 5 |
aug
| 139 | 1 | -1 | 0 |
unknown
| 0no
|
44 |
blue-collar
|
single
|
primary
|
no
| 787 |
yes
|
no
|
unknown
| 30 |
may
| 570 | 2 | -1 | 0 |
unknown
| 0no
|
45 |
entrepreneur
|
married
|
tertiary
|
no
| 0 |
yes
|
no
|
cellular
| 29 |
jul
| 100 | 3 | -1 | 0 |
unknown
| 0no
|
43 |
blue-collar
|
married
|
secondary
|
no
| 3,060 |
yes
|
no
|
unknown
| 15 |
may
| 253 | 2 | -1 | 0 |
unknown
| 0no
|
44 |
services
|
married
|
secondary
|
no
| 5,780 |
yes
|
no
|
cellular
| 1 |
apr
| 525 | 2 | -1 | 0 |
unknown
| 0no
|
30 |
technician
|
single
|
secondary
|
no
| 790 |
no
|
no
|
cellular
| 20 |
aug
| 696 | 3 | -1 | 0 |
unknown
| 0no
|
38 |
unemployed
|
married
|
tertiary
|
no
| 1,449 |
no
|
no
|
unknown
| 26 |
may
| 535 | 6 | -1 | 0 |
unknown
| 0no
|
50 |
technician
|
married
|
secondary
|
no
| 1,412 |
no
|
no
|
cellular
| 6 |
aug
| 131 | 3 | -1 | 0 |
unknown
| 0no
|
21 |
student
|
single
|
secondary
|
no
| 681 |
no
|
no
|
unknown
| 20 |
aug
| 6 | 1 | -1 | 0 |
unknown
| 0no
|
38 |
entrepreneur
|
married
|
tertiary
|
no
| 228 |
yes
|
no
|
cellular
| 5 |
feb
| 105 | 1 | -1 | 0 |
unknown
| 0no
|
42 |
admin.
|
married
|
secondary
|
no
| 0 |
no
|
no
|
unknown
| 19 |
jun
| 370 | 1 | -1 | 0 |
unknown
| 0no
|
45 |
technician
|
single
|
tertiary
|
no
| 2,087 |
no
|
no
|
cellular
| 29 |
aug
| 29 | 14 | -1 | 0 |
unknown
| 0no
|
34 |
entrepreneur
|
married
|
secondary
|
no
| 2 |
yes
|
yes
|
cellular
| 5 |
may
| 184 | 1 | 167 | 6 |
failure
| 0no
|
48 |
technician
|
married
|
secondary
|
no
| 197 |
no
|
yes
|
cellular
| 3 |
feb
| 47 | 2 | 222 | 3 |
other
| 0no
|
34 |
services
|
married
|
secondary
|
no
| 0 |
no
|
yes
|
unknown
| 2 |
jul
| 193 | 4 | -1 | 0 |
unknown
| 0no
|
32 |
blue-collar
|
married
|
secondary
|
no
| 1,905 |
yes
|
no
|
cellular
| 16 |
jul
| 709 | 2 | -1 | 0 |
unknown
| 1yes
|
35 |
technician
|
married
|
tertiary
|
no
| 118 |
no
|
no
|
cellular
| 6 |
aug
| 358 | 2 | -1 | 0 |
unknown
| 0no
|
39 |
entrepreneur
|
married
|
tertiary
|
no
| 2,644 |
yes
|
no
|
unknown
| 20 |
may
| 253 | 1 | -1 | 0 |
unknown
| 0no
|
36 |
self-employed
|
married
|
tertiary
|
no
| 16,430 |
yes
|
no
|
unknown
| 6 |
jun
| 197 | 3 | -1 | 0 |
unknown
| 0no
|
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