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 |
unemployed
|
married
|
primary
|
no
| 1,787 |
no
|
no
|
cellular
| 19 |
oct
| 79 | 1 | -1 | 0 |
unknown
| 0no
|
33 |
services
|
married
|
secondary
|
no
| 4,789 |
yes
|
yes
|
cellular
| 11 |
may
| 220 | 1 | 339 | 4 |
failure
| 0no
|
35 |
management
|
single
|
tertiary
|
no
| 1,350 |
yes
|
no
|
cellular
| 16 |
apr
| 185 | 1 | 330 | 1 |
failure
| 0no
|
30 |
management
|
married
|
tertiary
|
no
| 1,476 |
yes
|
yes
|
unknown
| 3 |
jun
| 199 | 4 | -1 | 0 |
unknown
| 0no
|
59 |
blue-collar
|
married
|
secondary
|
no
| 0 |
yes
|
no
|
unknown
| 5 |
may
| 226 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
management
|
single
|
tertiary
|
no
| 747 |
no
|
no
|
cellular
| 23 |
feb
| 141 | 2 | 176 | 3 |
failure
| 0no
|
36 |
self-employed
|
married
|
tertiary
|
no
| 307 |
yes
|
no
|
cellular
| 14 |
may
| 341 | 1 | 330 | 2 |
other
| 0no
|
39 |
technician
|
married
|
secondary
|
no
| 147 |
yes
|
no
|
cellular
| 6 |
may
| 151 | 2 | -1 | 0 |
unknown
| 0no
|
41 |
entrepreneur
|
married
|
tertiary
|
no
| 221 |
yes
|
no
|
unknown
| 14 |
may
| 57 | 2 | -1 | 0 |
unknown
| 0no
|
43 |
services
|
married
|
primary
|
no
| -88 |
yes
|
yes
|
cellular
| 17 |
apr
| 313 | 1 | 147 | 2 |
failure
| 0no
|
39 |
services
|
married
|
secondary
|
no
| 9,374 |
yes
|
no
|
unknown
| 20 |
may
| 273 | 1 | -1 | 0 |
unknown
| 0no
|
43 |
admin.
|
married
|
secondary
|
no
| 264 |
yes
|
no
|
cellular
| 17 |
apr
| 113 | 2 | -1 | 0 |
unknown
| 0no
|
36 |
technician
|
married
|
tertiary
|
no
| 1,109 |
no
|
no
|
cellular
| 13 |
aug
| 328 | 2 | -1 | 0 |
unknown
| 0no
|
20 |
student
|
single
|
secondary
|
no
| 502 |
no
|
no
|
cellular
| 30 |
apr
| 261 | 1 | -1 | 0 |
unknown
| 1yes
|
31 |
blue-collar
|
married
|
secondary
|
no
| 360 |
yes
|
yes
|
cellular
| 29 |
jan
| 89 | 1 | 241 | 1 |
failure
| 0no
|
40 |
management
|
married
|
tertiary
|
no
| 194 |
no
|
yes
|
cellular
| 29 |
aug
| 189 | 2 | -1 | 0 |
unknown
| 0no
|
56 |
technician
|
married
|
secondary
|
no
| 4,073 |
no
|
no
|
cellular
| 27 |
aug
| 239 | 5 | -1 | 0 |
unknown
| 0no
|
37 |
admin.
|
single
|
tertiary
|
no
| 2,317 |
yes
|
no
|
cellular
| 20 |
apr
| 114 | 1 | 152 | 2 |
failure
| 0no
|
25 |
blue-collar
|
single
|
primary
|
no
| -221 |
yes
|
no
|
unknown
| 23 |
may
| 250 | 1 | -1 | 0 |
unknown
| 0no
|
31 |
services
|
married
|
secondary
|
no
| 132 |
no
|
no
|
cellular
| 7 |
jul
| 148 | 1 | 152 | 1 |
other
| 0no
|
38 |
management
|
divorced
|
unknown
|
no
| 0 |
yes
|
no
|
cellular
| 18 |
nov
| 96 | 2 | -1 | 0 |
unknown
| 0no
|
42 |
management
|
divorced
|
tertiary
|
no
| 16 |
no
|
no
|
cellular
| 19 |
nov
| 140 | 3 | -1 | 0 |
unknown
| 0no
|
44 |
services
|
single
|
secondary
|
no
| 106 |
no
|
no
|
unknown
| 12 |
jun
| 109 | 2 | -1 | 0 |
unknown
| 0no
|
44 |
entrepreneur
|
married
|
secondary
|
no
| 93 |
no
|
no
|
cellular
| 7 |
jul
| 125 | 2 | -1 | 0 |
unknown
| 0no
|
26 |
housemaid
|
married
|
tertiary
|
no
| 543 |
no
|
no
|
cellular
| 30 |
jan
| 169 | 3 | -1 | 0 |
unknown
| 0no
|
41 |
management
|
married
|
tertiary
|
no
| 5,883 |
no
|
no
|
cellular
| 20 |
nov
| 182 | 2 | -1 | 0 |
unknown
| 0no
|
55 |
blue-collar
|
married
|
primary
|
no
| 627 |
yes
|
no
|
unknown
| 5 |
may
| 247 | 1 | -1 | 0 |
unknown
| 0no
|
67 |
retired
|
married
|
unknown
|
no
| 696 |
no
|
no
|
telephone
| 17 |
aug
| 119 | 1 | 105 | 2 |
failure
| 0no
|
56 |
self-employed
|
married
|
secondary
|
no
| 784 |
no
|
yes
|
cellular
| 30 |
jul
| 149 | 2 | -1 | 0 |
unknown
| 0no
|
53 |
admin.
|
married
|
secondary
|
no
| 105 |
no
|
yes
|
cellular
| 21 |
aug
| 74 | 2 | -1 | 0 |
unknown
| 0no
|
68 |
retired
|
divorced
|
secondary
|
no
| 4,189 |
no
|
no
|
telephone
| 14 |
jul
| 897 | 2 | -1 | 0 |
unknown
| 1yes
|
31 |
technician
|
married
|
secondary
|
no
| 171 |
no
|
no
|
cellular
| 27 |
aug
| 81 | 3 | -1 | 0 |
unknown
| 0no
|
59 |
management
|
married
|
secondary
|
no
| 42 |
no
|
no
|
cellular
| 21 |
nov
| 40 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
management
|
single
|
tertiary
|
no
| 2,536 |
yes
|
no
|
cellular
| 26 |
aug
| 958 | 6 | -1 | 0 |
unknown
| 1yes
|
49 |
technician
|
married
|
tertiary
|
no
| 1,235 |
no
|
no
|
cellular
| 13 |
aug
| 354 | 3 | -1 | 0 |
unknown
| 1yes
|
42 |
admin.
|
divorced
|
secondary
|
no
| 1,811 |
yes
|
no
|
unknown
| 14 |
may
| 150 | 1 | -1 | 0 |
unknown
| 0no
|
78 |
retired
|
divorced
|
primary
|
no
| 229 |
no
|
no
|
telephone
| 22 |
oct
| 97 | 1 | -1 | 0 |
unknown
| 1yes
|
32 |
blue-collar
|
married
|
secondary
|
no
| 2,089 |
yes
|
no
|
cellular
| 14 |
nov
| 132 | 1 | -1 | 0 |
unknown
| 1yes
|
33 |
management
|
married
|
secondary
|
no
| 3,935 |
yes
|
no
|
cellular
| 6 |
may
| 765 | 1 | 342 | 2 |
failure
| 1yes
|
23 |
services
|
single
|
tertiary
|
no
| 363 |
yes
|
no
|
unknown
| 30 |
may
| 16 | 18 | -1 | 0 |
unknown
| 0no
|
38 |
management
|
single
|
tertiary
|
no
| 11,971 |
yes
|
no
|
unknown
| 17 |
nov
| 609 | 2 | 101 | 3 |
failure
| 0no
|
36 |
management
|
single
|
tertiary
|
no
| 553 |
no
|
no
|
cellular
| 11 |
aug
| 106 | 2 | -1 | 0 |
unknown
| 0no
|
52 |
blue-collar
|
married
|
secondary
|
no
| 1,117 |
yes
|
no
|
cellular
| 13 |
may
| 365 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
technician
|
married
|
tertiary
|
no
| 396 |
yes
|
no
|
cellular
| 13 |
may
| 205 | 3 | -1 | 0 |
unknown
| 0no
|
32 |
technician
|
single
|
tertiary
|
no
| 2,204 |
yes
|
no
|
cellular
| 21 |
nov
| 11 | 4 | -1 | 0 |
unknown
| 0no
|
34 |
management
|
single
|
tertiary
|
no
| 872 |
yes
|
no
|
unknown
| 7 |
may
| 105 | 2 | -1 | 0 |
unknown
| 0no
|
55 |
blue-collar
|
married
|
primary
|
no
| 145 |
no
|
no
|
telephone
| 2 |
feb
| 59 | 3 | 5 | 2 |
other
| 0no
|
26 |
blue-collar
|
married
|
primary
|
no
| 0 |
yes
|
no
|
unknown
| 21 |
may
| 425 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
entrepreneur
|
single
|
primary
|
yes
| -849 |
yes
|
yes
|
cellular
| 4 |
feb
| 204 | 1 | -1 | 0 |
unknown
| 0no
|
61 |
admin.
|
married
|
unknown
|
no
| 4,629 |
yes
|
no
|
cellular
| 27 |
jan
| 181 | 1 | 92 | 1 |
success
| 1yes
|
45 |
blue-collar
|
divorced
|
primary
|
no
| 844 |
no
|
no
|
unknown
| 5 |
jun
| 1,018 | 3 | -1 | 0 |
unknown
| 1yes
|
37 |
technician
|
single
|
secondary
|
no
| 228 |
yes
|
no
|
cellular
| 20 |
aug
| 1,740 | 2 | -1 | 0 |
unknown
| 0no
|
38 |
technician
|
single
|
secondary
|
no
| 50 |
no
|
no
|
cellular
| 29 |
aug
| 98 | 2 | -1 | 0 |
unknown
| 0no
|
34 |
technician
|
married
|
tertiary
|
no
| 1,539 |
yes
|
no
|
cellular
| 15 |
jun
| 441 | 1 | 56 | 1 |
other
| 1yes
|
53 |
blue-collar
|
married
|
secondary
|
no
| 2,231 |
yes
|
no
|
cellular
| 14 |
jul
| 272 | 3 | -1 | 0 |
unknown
| 0no
|
48 |
admin.
|
married
|
secondary
|
no
| 3,064 |
yes
|
no
|
telephone
| 15 |
jul
| 159 | 2 | -1 | 0 |
unknown
| 0no
|
57 |
management
|
married
|
secondary
|
no
| 82 |
no
|
yes
|
telephone
| 4 |
feb
| 140 | 1 | -1 | 0 |
unknown
| 0no
|
33 |
self-employed
|
single
|
tertiary
|
no
| 2,155 |
no
|
no
|
cellular
| 17 |
nov
| 295 | 1 | -1 | 0 |
unknown
| 0no
|
36 |
retired
|
single
|
secondary
|
no
| 101 |
yes
|
yes
|
unknown
| 26 |
may
| 314 | 1 | -1 | 0 |
unknown
| 0no
|
54 |
technician
|
divorced
|
secondary
|
no
| 784 |
yes
|
yes
|
unknown
| 15 |
may
| 579 | 1 | -1 | 0 |
unknown
| 0no
|
41 |
blue-collar
|
married
|
primary
|
no
| -516 |
no
|
yes
|
telephone
| 8 |
jul
| 554 | 3 | -1 | 0 |
unknown
| 0no
|
63 |
retired
|
married
|
secondary
|
no
| 415 |
yes
|
no
|
cellular
| 7 |
oct
| 323 | 1 | -1 | 0 |
unknown
| 0no
|
48 |
management
|
married
|
tertiary
|
no
| 5,887 |
no
|
no
|
cellular
| 13 |
aug
| 227 | 2 | -1 | 0 |
unknown
| 0no
|
48 |
services
|
married
|
secondary
|
no
| 1,355 |
no
|
no
|
cellular
| 4 |
jul
| 134 | 2 | -1 | 0 |
unknown
| 0no
|
56 |
admin.
|
married
|
secondary
|
no
| 16,873 |
no
|
no
|
cellular
| 7 |
oct
| 223 | 1 | -1 | 0 |
unknown
| 0no
|
51 |
blue-collar
|
divorced
|
secondary
|
no
| 203 |
yes
|
no
|
cellular
| 8 |
may
| 134 | 1 | 170 | 5 |
failure
| 0no
|
31 |
services
|
married
|
secondary
|
no
| 338 |
yes
|
no
|
cellular
| 28 |
jan
| 155 | 1 | -1 | 0 |
unknown
| 0no
|
29 |
technician
|
married
|
secondary
|
no
| 444 |
yes
|
no
|
cellular
| 21 |
jul
| 130 | 4 | -1 | 0 |
unknown
| 0no
|
41 |
management
|
married
|
secondary
|
no
| 0 |
no
|
yes
|
cellular
| 7 |
jul
| 630 | 3 | -1 | 0 |
unknown
| 0no
|
32 |
technician
|
single
|
tertiary
|
no
| 360 |
no
|
no
|
cellular
| 19 |
nov
| 164 | 2 | -1 | 0 |
unknown
| 0no
|
37 |
management
|
married
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 16 |
jul
| 268 | 2 | 182 | 3 |
success
| 1yes
|
42 |
entrepreneur
|
divorced
|
tertiary
|
yes
| 2 |
yes
|
no
|
unknown
| 5 |
may
| 380 | 1 | -1 | 0 |
unknown
| 0no
|
31 |
management
|
single
|
tertiary
|
no
| 6,248 |
yes
|
no
|
unknown
| 9 |
may
| 154 | 2 | -1 | 0 |
unknown
| 0no
|
41 |
services
|
married
|
tertiary
|
no
| 412 |
yes
|
no
|
unknown
| 3 |
jun
| 154 | 5 | -1 | 0 |
unknown
| 0no
|
56 |
retired
|
married
|
secondary
|
no
| 344 |
yes
|
no
|
unknown
| 15 |
may
| 221 | 1 | -1 | 0 |
unknown
| 0no
|
54 |
management
|
divorced
|
tertiary
|
no
| 3,222 |
no
|
no
|
cellular
| 14 |
aug
| 67 | 2 | -1 | 0 |
unknown
| 0no
|
41 |
blue-collar
|
divorced
|
secondary
|
no
| 174 |
yes
|
no
|
cellular
| 14 |
may
| 367 | 2 | 297 | 1 |
other
| 0no
|
40 |
technician
|
single
|
secondary
|
no
| 591 |
no
|
yes
|
cellular
| 14 |
aug
| 87 | 6 | -1 | 0 |
unknown
| 0no
|
50 |
blue-collar
|
divorced
|
primary
|
no
| 388 |
no
|
no
|
cellular
| 5 |
feb
| 701 | 1 | -1 | 0 |
unknown
| 0no
|
40 |
unemployed
|
married
|
secondary
|
no
| 219 |
yes
|
no
|
cellular
| 17 |
nov
| 204 | 2 | 196 | 1 |
failure
| 0no
|
27 |
admin.
|
divorced
|
secondary
|
no
| 451 |
yes
|
no
|
cellular
| 16 |
jul
| 652 | 1 | -1 | 0 |
unknown
| 1yes
|
60 |
retired
|
married
|
primary
|
no
| 5 |
no
|
no
|
cellular
| 26 |
aug
| 63 | 2 | -1 | 0 |
unknown
| 0no
|
28 |
admin.
|
single
|
secondary
|
no
| 177 |
yes
|
yes
|
cellular
| 6 |
may
| 150 | 1 | -1 | 0 |
unknown
| 0no
|
52 |
services
|
married
|
secondary
|
no
| 657 |
no
|
no
|
telephone
| 7 |
jul
| 398 | 2 | 460 | 2 |
failure
| 1yes
|
37 |
management
|
married
|
tertiary
|
no
| 1,315 |
no
|
no
|
cellular
| 30 |
jun
| 224 | 1 | -1 | 0 |
unknown
| 1yes
|
51 |
blue-collar
|
married
|
primary
|
no
| 1,466 |
yes
|
no
|
unknown
| 7 |
may
| 406 | 2 | -1 | 0 |
unknown
| 0no
|
41 |
technician
|
single
|
secondary
|
no
| 879 |
no
|
yes
|
cellular
| 7 |
jul
| 60 | 4 | -1 | 0 |
unknown
| 0no
|
35 |
blue-collar
|
single
|
primary
|
no
| 293 |
yes
|
no
|
unknown
| 30 |
may
| 521 | 2 | -1 | 0 |
unknown
| 0no
|
38 |
admin.
|
married
|
secondary
|
no
| 424 |
yes
|
no
|
cellular
| 17 |
apr
| 279 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
blue-collar
|
married
|
secondary
|
no
| 1,831 |
yes
|
no
|
unknown
| 20 |
may
| 203 | 2 | -1 | 0 |
unknown
| 0no
|
39 |
blue-collar
|
married
|
primary
|
no
| 111 |
no
|
no
|
cellular
| 18 |
nov
| 201 | 2 | -1 | 0 |
unknown
| 0no
|
34 |
blue-collar
|
married
|
primary
|
no
| 455 |
yes
|
no
|
unknown
| 20 |
jun
| 372 | 3 | -1 | 0 |
unknown
| 0no
|
27 |
services
|
single
|
secondary
|
no
| -195 |
yes
|
no
|
cellular
| 18 |
may
| 391 | 1 | -1 | 0 |
unknown
| 1yes
|
32 |
management
|
single
|
tertiary
|
no
| 3,616 |
no
|
no
|
cellular
| 14 |
aug
| 165 | 2 | -1 | 0 |
unknown
| 0no
|
57 |
blue-collar
|
married
|
secondary
|
no
| 14,093 |
no
|
no
|
cellular
| 11 |
aug
| 231 | 5 | -1 | 0 |
unknown
| 0no
|
41 |
unknown
|
single
|
tertiary
|
no
| 1,567 |
no
|
no
|
cellular
| 1 |
jul
| 291 | 2 | -1 | 0 |
unknown
| 0no
|
41 |
admin.
|
married
|
tertiary
|
no
| 5,426 |
yes
|
no
|
unknown
| 14 |
may
| 149 | 2 | -1 | 0 |
unknown
| 0no
|
30 |
admin.
|
single
|
tertiary
|
no
| 261 |
no
|
no
|
cellular
| 19 |
oct
| 233 | 1 | 137 | 20 |
failure
| 0no
|
36 |
blue-collar
|
divorced
|
secondary
|
no
| 2,843 |
no
|
no
|
cellular
| 12 |
feb
| 473 | 1 | 182 | 1 |
success
| 0no
|
31 |
unemployed
|
single
|
primary
|
no
| 406 |
no
|
no
|
cellular
| 4 |
feb
| 736 | 1 | -1 | 0 |
unknown
| 1yes
|
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