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
|
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