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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
34 |
technician
|
married
|
secondary
|
no
| 209 |
yes
|
yes
|
cellular
| 8 |
apr
| 375 | 2 | -1 | 0 |
unknown
| 0no
|
31 |
technician
|
single
|
tertiary
|
no
| 438 |
yes
|
no
|
cellular
| 12 |
aug
| 130 | 2 | -1 | 0 |
unknown
| 0no
|
39 |
admin.
|
single
|
secondary
|
no
| 1,242 |
yes
|
no
|
unknown
| 12 |
may
| 303 | 3 | -1 | 0 |
unknown
| 0no
|
34 |
entrepreneur
|
married
|
tertiary
|
no
| 355 |
yes
|
no
|
unknown
| 16 |
may
| 261 | 1 | -1 | 0 |
unknown
| 0no
|
24 |
blue-collar
|
married
|
secondary
|
no
| 204 |
yes
|
yes
|
cellular
| 17 |
apr
| 229 | 3 | -1 | 0 |
unknown
| 0no
|
41 |
management
|
married
|
tertiary
|
no
| 10,758 |
yes
|
no
|
cellular
| 1 |
jun
| 288 | 1 | -1 | 0 |
unknown
| 0no
|
40 |
management
|
married
|
tertiary
|
no
| 5 |
yes
|
no
|
cellular
| 18 |
nov
| 219 | 3 | -1 | 0 |
unknown
| 0no
|
45 |
technician
|
single
|
secondary
|
no
| 410 |
yes
|
no
|
unknown
| 30 |
may
| 891 | 4 | -1 | 0 |
unknown
| 1yes
|
36 |
management
|
married
|
tertiary
|
no
| 605 |
yes
|
no
|
unknown
| 26 |
may
| 204 | 1 | -1 | 0 |
unknown
| 0no
|
53 |
management
|
married
|
tertiary
|
no
| 4 |
no
|
no
|
unknown
| 20 |
jun
| 19 | 6 | -1 | 0 |
unknown
| 0no
|
23 |
student
|
single
|
secondary
|
no
| 8,494 |
no
|
no
|
cellular
| 25 |
aug
| 158 | 2 | -1 | 0 |
unknown
| 0no
|
42 |
entrepreneur
|
married
|
primary
|
no
| 198 |
yes
|
no
|
unknown
| 8 |
may
| 314 | 1 | -1 | 0 |
unknown
| 0no
|
48 |
blue-collar
|
married
|
secondary
|
no
| 841 |
yes
|
no
|
unknown
| 19 |
may
| 215 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
management
|
married
|
tertiary
|
no
| 8 |
no
|
no
|
cellular
| 25 |
aug
| 169 | 4 | -1 | 0 |
unknown
| 0no
|
36 |
admin.
|
married
|
secondary
|
no
| 470 |
yes
|
no
|
cellular
| 31 |
jul
| 101 | 4 | -1 | 0 |
unknown
| 0no
|
43 |
retired
|
married
|
secondary
|
no
| 520 |
yes
|
no
|
unknown
| 20 |
may
| 15 | 13 | -1 | 0 |
unknown
| 0no
|
36 |
blue-collar
|
married
|
secondary
|
no
| 439 |
yes
|
no
|
unknown
| 21 |
may
| 260 | 5 | -1 | 0 |
unknown
| 0no
|
49 |
blue-collar
|
married
|
secondary
|
no
| -454 |
yes
|
no
|
cellular
| 14 |
may
| 558 | 1 | -1 | 0 |
unknown
| 1yes
|
55 |
retired
|
married
|
secondary
|
no
| 466 |
no
|
no
|
unknown
| 17 |
jun
| 287 | 4 | -1 | 0 |
unknown
| 0no
|
53 |
retired
|
married
|
secondary
|
no
| 665 |
yes
|
no
|
cellular
| 22 |
apr
| 371 | 2 | -1 | 0 |
unknown
| 1yes
|
42 |
technician
|
married
|
secondary
|
no
| 994 |
yes
|
no
|
cellular
| 11 |
aug
| 149 | 1 | 78 | 5 |
failure
| 1yes
|
45 |
admin.
|
married
|
secondary
|
no
| 5,346 |
yes
|
yes
|
unknown
| 21 |
oct
| 187 | 1 | -1 | 0 |
unknown
| 1yes
|
31 |
blue-collar
|
married
|
secondary
|
no
| 1,243 |
yes
|
no
|
unknown
| 21 |
may
| 32 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
admin.
|
married
|
tertiary
|
no
| 0 |
yes
|
no
|
unknown
| 5 |
may
| 138 | 1 | -1 | 0 |
unknown
| 0no
|
36 |
blue-collar
|
married
|
secondary
|
no
| 2,357 |
yes
|
no
|
unknown
| 17 |
jun
| 228 | 2 | -1 | 0 |
unknown
| 0no
|
56 |
retired
|
married
|
secondary
|
no
| 1,044 |
no
|
no
|
telephone
| 3 |
jul
| 353 | 2 | -1 | 0 |
unknown
| 1yes
|
46 |
admin.
|
married
|
secondary
|
no
| 1,069 |
yes
|
no
|
unknown
| 8 |
may
| 45 | 2 | -1 | 0 |
unknown
| 0no
|
41 |
housemaid
|
single
|
secondary
|
no
| 231 |
no
|
no
|
cellular
| 9 |
jul
| 76 | 2 | -1 | 0 |
unknown
| 0no
|
31 |
admin.
|
married
|
secondary
|
no
| 0 |
yes
|
yes
|
unknown
| 6 |
may
| 144 | 2 | -1 | 0 |
unknown
| 0no
|
32 |
technician
|
married
|
secondary
|
no
| 266 |
yes
|
no
|
cellular
| 19 |
aug
| 168 | 2 | -1 | 0 |
unknown
| 0no
|
38 |
management
|
married
|
tertiary
|
no
| -70 |
yes
|
no
|
cellular
| 30 |
jan
| 140 | 1 | 2 | 3 |
other
| 0no
|
49 |
retired
|
single
|
primary
|
no
| 25,824 |
no
|
no
|
unknown
| 17 |
jun
| 94 | 1 | -1 | 0 |
unknown
| 0no
|
46 |
management
|
single
|
primary
|
no
| 538 |
no
|
no
|
unknown
| 17 |
jun
| 118 | 3 | -1 | 0 |
unknown
| 0no
|
29 |
technician
|
single
|
secondary
|
no
| 534 |
yes
|
no
|
cellular
| 18 |
may
| 382 | 1 | -1 | 0 |
unknown
| 0no
|
36 |
admin.
|
married
|
unknown
|
no
| 2,323 |
no
|
no
|
cellular
| 19 |
nov
| 111 | 1 | -1 | 0 |
unknown
| 0no
|
38 |
admin.
|
married
|
secondary
|
no
| 1,852 |
yes
|
no
|
cellular
| 15 |
may
| 298 | 2 | -1 | 0 |
unknown
| 0no
|
53 |
technician
|
married
|
secondary
|
no
| 2,647 |
yes
|
no
|
unknown
| 30 |
may
| 121 | 1 | -1 | 0 |
unknown
| 0no
|
43 |
management
|
married
|
tertiary
|
no
| 2,767 |
yes
|
no
|
unknown
| 15 |
may
| 317 | 7 | -1 | 0 |
unknown
| 0no
|
41 |
management
|
married
|
tertiary
|
no
| 176 |
yes
|
yes
|
unknown
| 5 |
may
| 42 | 1 | -1 | 0 |
unknown
| 0no
|
42 |
management
|
single
|
secondary
|
no
| 9,720 |
no
|
no
|
cellular
| 5 |
aug
| 81 | 2 | -1 | 0 |
unknown
| 0no
|
55 |
blue-collar
|
divorced
|
secondary
|
no
| 1,613 |
yes
|
no
|
cellular
| 3 |
apr
| 296 | 1 | 270 | 3 |
failure
| 1yes
|
39 |
admin.
|
divorced
|
secondary
|
no
| 2,903 |
yes
|
yes
|
telephone
| 25 |
jul
| 259 | 2 | -1 | 0 |
unknown
| 0no
|
30 |
admin.
|
single
|
secondary
|
no
| 81 |
yes
|
no
|
cellular
| 6 |
aug
| 121 | 6 | 112 | 3 |
other
| 0no
|
41 |
blue-collar
|
married
|
secondary
|
no
| 780 |
yes
|
no
|
cellular
| 15 |
may
| 432 | 3 | -1 | 0 |
unknown
| 0no
|
44 |
unemployed
|
married
|
tertiary
|
no
| 178 |
no
|
no
|
cellular
| 8 |
aug
| 126 | 2 | -1 | 0 |
unknown
| 0no
|
58 |
management
|
married
|
tertiary
|
no
| 299 |
no
|
no
|
cellular
| 16 |
jul
| 120 | 4 | -1 | 0 |
unknown
| 0no
|
35 |
retired
|
married
|
primary
|
no
| 285 |
yes
|
no
|
cellular
| 29 |
jan
| 136 | 1 | -1 | 0 |
unknown
| 0no
|
27 |
blue-collar
|
married
|
secondary
|
no
| 872 |
yes
|
no
|
cellular
| 17 |
apr
| 1,130 | 3 | -1 | 0 |
unknown
| 0no
|
34 |
services
|
married
|
secondary
|
no
| 1,337 |
no
|
no
|
cellular
| 17 |
dec
| 330 | 2 | 127 | 3 |
success
| 1yes
|
25 |
services
|
married
|
secondary
|
no
| 72 |
yes
|
no
|
cellular
| 23 |
jul
| 305 | 2 | -1 | 0 |
unknown
| 0no
|
36 |
blue-collar
|
married
|
secondary
|
no
| 0 |
no
|
no
|
unknown
| 20 |
jun
| 332 | 3 | -1 | 0 |
unknown
| 0no
|
38 |
blue-collar
|
married
|
secondary
|
no
| -388 |
yes
|
no
|
unknown
| 9 |
may
| 412 | 1 | -1 | 0 |
unknown
| 0no
|
30 |
admin.
|
married
|
secondary
|
no
| 11 |
yes
|
no
|
cellular
| 11 |
may
| 157 | 1 | -1 | 0 |
unknown
| 0no
|
47 |
blue-collar
|
divorced
|
secondary
|
yes
| -535 |
yes
|
no
|
cellular
| 30 |
jul
| 71 | 2 | -1 | 0 |
unknown
| 0no
|
41 |
services
|
divorced
|
secondary
|
no
| 787 |
yes
|
no
|
cellular
| 8 |
may
| 297 | 2 | -1 | 0 |
unknown
| 0no
|
36 |
management
|
single
|
tertiary
|
no
| 3,343 |
no
|
no
|
cellular
| 18 |
nov
| 307 | 1 | -1 | 0 |
unknown
| 0no
|
63 |
entrepreneur
|
married
|
secondary
|
no
| 3,904 |
no
|
no
|
telephone
| 4 |
aug
| 250 | 2 | 187 | 2 |
success
| 1yes
|
23 |
management
|
single
|
tertiary
|
no
| 736 |
yes
|
no
|
cellular
| 30 |
apr
| 119 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
management
|
married
|
tertiary
|
no
| 1,390 |
no
|
no
|
cellular
| 7 |
aug
| 116 | 2 | -1 | 0 |
unknown
| 0no
|
57 |
retired
|
married
|
primary
|
no
| 808 |
no
|
no
|
telephone
| 7 |
jul
| 274 | 1 | -1 | 0 |
unknown
| 0no
|
48 |
management
|
married
|
tertiary
|
no
| 1,147 |
no
|
no
|
cellular
| 5 |
aug
| 389 | 1 | 64 | 2 |
success
| 1yes
|
49 |
services
|
married
|
secondary
|
no
| 1,122 |
no
|
no
|
cellular
| 4 |
aug
| 143 | 1 | -1 | 0 |
unknown
| 0no
|
50 |
technician
|
married
|
secondary
|
no
| -568 |
yes
|
yes
|
unknown
| 28 |
may
| 860 | 2 | -1 | 0 |
unknown
| 0no
|
33 |
blue-collar
|
married
|
primary
|
no
| 1,165 |
yes
|
no
|
unknown
| 21 |
may
| 420 | 2 | -1 | 0 |
unknown
| 0no
|
53 |
services
|
divorced
|
secondary
|
no
| -905 |
yes
|
no
|
unknown
| 28 |
may
| 213 | 1 | -1 | 0 |
unknown
| 0no
|
30 |
unemployed
|
married
|
tertiary
|
no
| 0 |
yes
|
no
|
cellular
| 18 |
nov
| 756 | 1 | -1 | 0 |
unknown
| 0no
|
38 |
technician
|
married
|
secondary
|
no
| 740 |
no
|
no
|
cellular
| 7 |
aug
| 259 | 3 | -1 | 0 |
unknown
| 0no
|
44 |
management
|
married
|
secondary
|
no
| 8,262 |
yes
|
no
|
cellular
| 23 |
jul
| 201 | 16 | -1 | 0 |
unknown
| 0no
|
39 |
admin.
|
single
|
secondary
|
no
| 14 |
yes
|
yes
|
unknown
| 13 |
may
| 19 | 9 | -1 | 0 |
unknown
| 0no
|
45 |
technician
|
single
|
unknown
|
no
| 7,108 |
yes
|
yes
|
cellular
| 18 |
nov
| 53 | 1 | 172 | 3 |
failure
| 0no
|
36 |
blue-collar
|
married
|
secondary
|
no
| 1,049 |
yes
|
no
|
cellular
| 14 |
may
| 224 | 4 | -1 | 0 |
unknown
| 1yes
|
38 |
blue-collar
|
married
|
secondary
|
no
| 0 |
yes
|
no
|
cellular
| 13 |
may
| 57 | 5 | 349 | 1 |
other
| 0no
|
36 |
housemaid
|
married
|
secondary
|
no
| 419 |
yes
|
no
|
unknown
| 30 |
may
| 251 | 1 | -1 | 0 |
unknown
| 0no
|
30 |
management
|
single
|
tertiary
|
no
| 726 |
yes
|
no
|
cellular
| 16 |
apr
| 39 | 1 | 342 | 3 |
failure
| 0no
|
28 |
technician
|
divorced
|
tertiary
|
no
| 594 |
yes
|
yes
|
unknown
| 18 |
jun
| 54 | 3 | -1 | 0 |
unknown
| 0no
|
26 |
unemployed
|
married
|
tertiary
|
no
| 454 |
yes
|
yes
|
unknown
| 23 |
may
| 28 | 18 | -1 | 0 |
unknown
| 0no
|
54 |
unknown
|
married
|
secondary
|
no
| 2,206 |
no
|
no
|
cellular
| 12 |
nov
| 104 | 1 | 99 | 2 |
other
| 1yes
|
38 |
admin.
|
married
|
tertiary
|
no
| 1,988 |
no
|
no
|
cellular
| 27 |
mar
| 164 | 2 | 130 | 2 |
failure
| 1yes
|
32 |
technician
|
single
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 7 |
aug
| 268 | 2 | -1 | 0 |
unknown
| 0no
|
50 |
admin.
|
divorced
|
secondary
|
no
| 202 |
no
|
yes
|
cellular
| 17 |
nov
| 148 | 1 | -1 | 0 |
unknown
| 0no
|
43 |
blue-collar
|
married
|
secondary
|
no
| 667 |
yes
|
no
|
unknown
| 7 |
may
| 228 | 3 | -1 | 0 |
unknown
| 0no
|
48 |
admin.
|
married
|
secondary
|
no
| 112 |
no
|
no
|
cellular
| 18 |
aug
| 139 | 5 | -1 | 0 |
unknown
| 0no
|
57 |
housemaid
|
married
|
primary
|
no
| 50 |
no
|
no
|
cellular
| 18 |
aug
| 89 | 3 | -1 | 0 |
unknown
| 0no
|
64 |
housemaid
|
married
|
primary
|
no
| 768 |
no
|
no
|
cellular
| 15 |
jul
| 250 | 2 | 182 | 1 |
success
| 0no
|
26 |
services
|
divorced
|
secondary
|
no
| 74 |
yes
|
no
|
unknown
| 23 |
may
| 106 | 6 | -1 | 0 |
unknown
| 0no
|
33 |
blue-collar
|
married
|
secondary
|
no
| 661 |
yes
|
no
|
cellular
| 18 |
jul
| 968 | 1 | -1 | 0 |
unknown
| 1yes
|
50 |
self-employed
|
married
|
secondary
|
no
| 3,025 |
no
|
yes
|
cellular
| 6 |
aug
| 168 | 3 | -1 | 0 |
unknown
| 0no
|
47 |
self-employed
|
married
|
tertiary
|
no
| 751 |
no
|
no
|
cellular
| 24 |
jul
| 408 | 14 | -1 | 0 |
unknown
| 0no
|
39 |
management
|
single
|
tertiary
|
no
| 416 |
no
|
no
|
cellular
| 23 |
oct
| 56 | 4 | -1 | 0 |
unknown
| 0no
|
52 |
services
|
married
|
primary
|
no
| 14 |
no
|
yes
|
cellular
| 28 |
jul
| 55 | 5 | -1 | 0 |
unknown
| 0no
|
31 |
blue-collar
|
single
|
primary
|
no
| -502 |
yes
|
no
|
unknown
| 29 |
may
| 76 | 4 | -1 | 0 |
unknown
| 0no
|
50 |
blue-collar
|
married
|
primary
|
no
| 0 |
no
|
no
|
cellular
| 11 |
aug
| 72 | 5 | -1 | 0 |
unknown
| 0no
|
47 |
technician
|
married
|
secondary
|
no
| 599 |
yes
|
no
|
cellular
| 13 |
aug
| 99 | 3 | -1 | 0 |
unknown
| 0no
|
30 |
management
|
single
|
tertiary
|
no
| -218 |
yes
|
no
|
cellular
| 27 |
aug
| 13 | 15 | -1 | 0 |
unknown
| 0no
|
32 |
technician
|
single
|
tertiary
|
no
| 1,012 |
no
|
no
|
cellular
| 14 |
apr
| 178 | 1 | -1 | 0 |
unknown
| 0no
|
36 |
technician
|
married
|
secondary
|
no
| 300 |
no
|
no
|
unknown
| 9 |
jun
| 287 | 1 | -1 | 0 |
unknown
| 0no
|
46 |
technician
|
married
|
tertiary
|
no
| 217 |
yes
|
no
|
cellular
| 14 |
may
| 141 | 1 | 346 | 2 |
other
| 0no
|
45 |
management
|
divorced
|
tertiary
|
no
| 2,096 |
no
|
no
|
cellular
| 21 |
nov
| 127 | 1 | 100 | 2 |
failure
| 0no
|
37 |
technician
|
single
|
secondary
|
no
| 0 |
no
|
no
|
cellular
| 4 |
aug
| 69 | 2 | -1 | 0 |
unknown
| 0no
|
58 |
housemaid
|
married
|
primary
|
no
| 5,278 |
yes
|
no
|
unknown
| 4 |
jun
| 763 | 4 | -1 | 0 |
unknown
| 0no
|
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