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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
33 |
technician
|
single
|
secondary
|
no
| 5,235 |
no
|
no
|
cellular
| 7 |
aug
| 67 | 3 | -1 | 0 |
unknown
| 0no
|
30 |
technician
|
single
|
tertiary
|
no
| 3 |
yes
|
no
|
cellular
| 6 |
may
| 45 | 2 | 169 | 2 |
failure
| 0no
|
58 |
technician
|
single
|
secondary
|
no
| 409 |
no
|
yes
|
cellular
| 14 |
jul
| 643 | 2 | -1 | 0 |
unknown
| 0no
|
34 |
admin.
|
married
|
tertiary
|
no
| 35 |
yes
|
no
|
cellular
| 15 |
oct
| 76 | 1 | 69 | 2 |
failure
| 0no
|
45 |
management
|
married
|
tertiary
|
no
| -459 |
no
|
no
|
cellular
| 21 |
aug
| 508 | 6 | -1 | 0 |
unknown
| 0no
|
28 |
services
|
single
|
secondary
|
no
| 198 |
no
|
no
|
cellular
| 5 |
jul
| 128 | 2 | -1 | 0 |
unknown
| 1yes
|
31 |
blue-collar
|
married
|
primary
|
no
| 99 |
yes
|
no
|
cellular
| 17 |
apr
| 193 | 2 | 322 | 1 |
other
| 0no
|
40 |
management
|
married
|
tertiary
|
no
| 60 |
no
|
no
|
unknown
| 16 |
jun
| 172 | 6 | -1 | 0 |
unknown
| 0no
|
30 |
services
|
single
|
secondary
|
no
| 3,485 |
no
|
no
|
cellular
| 2 |
feb
| 142 | 2 | -1 | 0 |
unknown
| 0no
|
34 |
entrepreneur
|
married
|
secondary
|
no
| -139 |
yes
|
yes
|
unknown
| 27 |
may
| 492 | 2 | -1 | 0 |
unknown
| 0no
|
40 |
blue-collar
|
married
|
secondary
|
no
| 952 |
no
|
yes
|
unknown
| 12 |
jun
| 140 | 1 | -1 | 0 |
unknown
| 0no
|
59 |
retired
|
married
|
primary
|
no
| 1,427 |
no
|
no
|
unknown
| 18 |
jun
| 140 | 2 | -1 | 0 |
unknown
| 0no
|
43 |
technician
|
single
|
tertiary
|
no
| 1,017 |
yes
|
no
|
unknown
| 19 |
may
| 257 | 2 | -1 | 0 |
unknown
| 0no
|
41 |
management
|
married
|
tertiary
|
no
| -29 |
no
|
no
|
cellular
| 29 |
jan
| 41 | 2 | 266 | 2 |
failure
| 0no
|
33 |
technician
|
divorced
|
secondary
|
no
| 9 |
no
|
no
|
cellular
| 21 |
aug
| 91 | 2 | -1 | 0 |
unknown
| 0no
|
33 |
management
|
married
|
secondary
|
no
| 4,040 |
yes
|
no
|
cellular
| 20 |
apr
| 132 | 2 | -1 | 0 |
unknown
| 0no
|
36 |
blue-collar
|
married
|
secondary
|
no
| 13 |
no
|
no
|
unknown
| 3 |
jun
| 284 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
self-employed
|
single
|
secondary
|
no
| 1,259 |
no
|
no
|
cellular
| 25 |
jul
| 184 | 2 | -1 | 0 |
unknown
| 0no
|
25 |
admin.
|
married
|
secondary
|
no
| 18 |
yes
|
no
|
cellular
| 18 |
jul
| 225 | 1 | -1 | 0 |
unknown
| 0no
|
25 |
blue-collar
|
married
|
secondary
|
no
| -76 |
yes
|
no
|
unknown
| 12 |
may
| 241 | 3 | -1 | 0 |
unknown
| 0no
|
38 |
technician
|
single
|
tertiary
|
no
| 221 |
no
|
no
|
cellular
| 20 |
aug
| 79 | 3 | -1 | 0 |
unknown
| 0no
|
34 |
management
|
married
|
tertiary
|
no
| 136 |
yes
|
no
|
cellular
| 22 |
apr
| 156 | 1 | -1 | 0 |
unknown
| 0no
|
67 |
blue-collar
|
married
|
secondary
|
no
| 16,353 |
no
|
no
|
cellular
| 27 |
oct
| 223 | 2 | -1 | 0 |
unknown
| 0no
|
32 |
blue-collar
|
married
|
secondary
|
no
| -63 |
yes
|
no
|
unknown
| 30 |
may
| 198 | 1 | -1 | 0 |
unknown
| 0no
|
45 |
housemaid
|
married
|
primary
|
no
| 7,353 |
no
|
no
|
cellular
| 13 |
aug
| 536 | 2 | -1 | 0 |
unknown
| 0no
|
33 |
blue-collar
|
married
|
primary
|
no
| 511 |
yes
|
no
|
unknown
| 21 |
may
| 304 | 2 | -1 | 0 |
unknown
| 0no
|
38 |
admin.
|
married
|
primary
|
no
| 3,913 |
yes
|
no
|
cellular
| 20 |
apr
| 196 | 2 | 315 | 2 |
failure
| 0no
|
32 |
technician
|
divorced
|
secondary
|
no
| 1,097 |
yes
|
no
|
unknown
| 12 |
may
| 298 | 2 | -1 | 0 |
unknown
| 0no
|
54 |
retired
|
divorced
|
tertiary
|
no
| 6,102 |
yes
|
yes
|
unknown
| 21 |
may
| 86 | 6 | -1 | 0 |
unknown
| 0no
|
51 |
admin.
|
divorced
|
secondary
|
no
| 340 |
yes
|
no
|
unknown
| 8 |
may
| 186 | 1 | -1 | 0 |
unknown
| 0no
|
42 |
blue-collar
|
married
|
primary
|
no
| -119 |
yes
|
no
|
cellular
| 22 |
jul
| 167 | 3 | -1 | 0 |
unknown
| 0no
|
41 |
admin.
|
married
|
secondary
|
no
| 2,993 |
yes
|
no
|
cellular
| 22 |
jul
| 24 | 12 | -1 | 0 |
unknown
| 0no
|
39 |
management
|
divorced
|
tertiary
|
no
| 3,575 |
no
|
yes
|
cellular
| 18 |
aug
| 74 | 3 | -1 | 0 |
unknown
| 0no
|
38 |
blue-collar
|
married
|
secondary
|
no
| 361 |
yes
|
no
|
unknown
| 11 |
jun
| 601 | 1 | -1 | 0 |
unknown
| 0no
|
39 |
management
|
married
|
secondary
|
no
| 1,072 |
yes
|
no
|
unknown
| 27 |
may
| 1,168 | 2 | -1 | 0 |
unknown
| 0no
|
46 |
blue-collar
|
married
|
primary
|
no
| 2,904 |
no
|
no
|
cellular
| 20 |
apr
| 277 | 2 | -1 | 0 |
unknown
| 0no
|
50 |
entrepreneur
|
divorced
|
tertiary
|
no
| 1,790 |
no
|
yes
|
cellular
| 6 |
feb
| 748 | 3 | -1 | 0 |
unknown
| 0no
|
33 |
blue-collar
|
married
|
secondary
|
no
| 86 |
yes
|
no
|
unknown
| 19 |
may
| 364 | 1 | -1 | 0 |
unknown
| 0no
|
37 |
technician
|
married
|
secondary
|
no
| 1,633 |
yes
|
no
|
unknown
| 19 |
may
| 229 | 3 | -1 | 0 |
unknown
| 0no
|
31 |
management
|
married
|
tertiary
|
no
| 8,312 |
no
|
no
|
cellular
| 29 |
aug
| 43 | 13 | -1 | 0 |
unknown
| 0no
|
34 |
blue-collar
|
divorced
|
unknown
|
no
| 172 |
no
|
no
|
cellular
| 15 |
jun
| 177 | 1 | -1 | 0 |
unknown
| 1yes
|
34 |
management
|
married
|
tertiary
|
no
| 0 |
yes
|
no
|
cellular
| 7 |
aug
| 262 | 1 | 99 | 2 |
success
| 1yes
|
36 |
management
|
married
|
tertiary
|
no
| 222 |
yes
|
no
|
cellular
| 6 |
may
| 317 | 1 | 169 | 2 |
failure
| 0no
|
40 |
technician
|
married
|
secondary
|
no
| 109 |
no
|
no
|
unknown
| 20 |
jun
| 402 | 22 | -1 | 0 |
unknown
| 0no
|
40 |
blue-collar
|
married
|
secondary
|
no
| 1,451 |
no
|
no
|
cellular
| 1 |
jun
| 314 | 1 | -1 | 0 |
unknown
| 1yes
|
41 |
technician
|
married
|
secondary
|
no
| 1,066 |
no
|
no
|
cellular
| 11 |
feb
| 109 | 3 | -1 | 0 |
unknown
| 1yes
|
52 |
management
|
married
|
tertiary
|
no
| 3,163 |
no
|
no
|
cellular
| 25 |
aug
| 56 | 6 | -1 | 0 |
unknown
| 0no
|
40 |
services
|
single
|
secondary
|
no
| 888 |
yes
|
no
|
unknown
| 12 |
may
| 169 | 2 | -1 | 0 |
unknown
| 0no
|
48 |
blue-collar
|
single
|
unknown
|
no
| 428 |
yes
|
no
|
cellular
| 18 |
may
| 127 | 1 | -1 | 0 |
unknown
| 0no
|
33 |
management
|
divorced
|
secondary
|
no
| 106 |
no
|
no
|
cellular
| 20 |
aug
| 175 | 3 | -1 | 0 |
unknown
| 0no
|
44 |
technician
|
divorced
|
secondary
|
no
| 0 |
no
|
no
|
cellular
| 12 |
aug
| 56 | 2 | -1 | 0 |
unknown
| 0no
|
55 |
management
|
married
|
tertiary
|
no
| 979 |
no
|
yes
|
cellular
| 8 |
jul
| 123 | 1 | -1 | 0 |
unknown
| 0no
|
51 |
admin.
|
married
|
secondary
|
no
| 2,662 |
no
|
no
|
telephone
| 28 |
jan
| 148 | 2 | -1 | 0 |
unknown
| 0no
|
34 |
management
|
single
|
tertiary
|
no
| 84 |
no
|
no
|
cellular
| 5 |
feb
| 231 | 1 | -1 | 0 |
unknown
| 0no
|
58 |
retired
|
divorced
|
unknown
|
no
| 5,920 |
yes
|
no
|
cellular
| 23 |
jul
| 255 | 1 | -1 | 0 |
unknown
| 0no
|
39 |
management
|
single
|
tertiary
|
no
| 816 |
yes
|
no
|
cellular
| 27 |
aug
| 37 | 3 | -1 | 0 |
unknown
| 0no
|
27 |
unemployed
|
single
|
secondary
|
no
| 3,276 |
no
|
no
|
cellular
| 5 |
aug
| 106 | 1 | 110 | 2 |
other
| 0no
|
55 |
management
|
divorced
|
unknown
|
no
| 2 |
yes
|
no
|
unknown
| 19 |
may
| 95 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
technician
|
single
|
secondary
|
no
| -51 |
no
|
no
|
unknown
| 2 |
jul
| 134 | 2 | -1 | 0 |
unknown
| 0no
|
37 |
technician
|
single
|
tertiary
|
no
| 3,315 |
yes
|
no
|
cellular
| 9 |
apr
| 820 | 2 | -1 | 0 |
unknown
| 0no
|
52 |
technician
|
married
|
secondary
|
no
| 196 |
yes
|
yes
|
cellular
| 24 |
feb
| 116 | 1 | 273 | 3 |
failure
| 0no
|
41 |
blue-collar
|
married
|
secondary
|
no
| 552 |
yes
|
no
|
cellular
| 12 |
may
| 463 | 1 | -1 | 0 |
unknown
| 0no
|
52 |
admin.
|
married
|
secondary
|
no
| 2,347 |
no
|
yes
|
cellular
| 12 |
aug
| 603 | 3 | -1 | 0 |
unknown
| 0no
|
34 |
blue-collar
|
single
|
secondary
|
no
| 3,723 |
yes
|
no
|
unknown
| 27 |
may
| 47 | 5 | -1 | 0 |
unknown
| 0no
|
53 |
management
|
divorced
|
primary
|
no
| 255 |
no
|
no
|
cellular
| 19 |
nov
| 126 | 1 | -1 | 0 |
unknown
| 0no
|
33 |
management
|
single
|
tertiary
|
no
| 3,143 |
no
|
no
|
cellular
| 29 |
jun
| 421 | 2 | -1 | 0 |
unknown
| 1yes
|
47 |
self-employed
|
married
|
secondary
|
no
| 0 |
no
|
no
|
unknown
| 26 |
jun
| 174 | 8 | -1 | 0 |
unknown
| 0no
|
35 |
blue-collar
|
married
|
secondary
|
no
| 6,411 |
yes
|
yes
|
cellular
| 30 |
jan
| 144 | 1 | 266 | 2 |
failure
| 0no
|
33 |
management
|
single
|
tertiary
|
no
| 1,909 |
no
|
no
|
cellular
| 8 |
aug
| 191 | 2 | -1 | 0 |
unknown
| 0no
|
55 |
blue-collar
|
married
|
primary
|
no
| 3,873 |
no
|
no
|
telephone
| 21 |
apr
| 222 | 1 | -1 | 0 |
unknown
| 0no
|
58 |
self-employed
|
married
|
primary
|
no
| 1,013 |
yes
|
no
|
cellular
| 11 |
aug
| 206 | 1 | 461 | 1 |
failure
| 1yes
|
44 |
admin.
|
married
|
secondary
|
no
| 262 |
yes
|
no
|
cellular
| 9 |
jul
| 74 | 1 | -1 | 0 |
unknown
| 0no
|
25 |
services
|
single
|
secondary
|
no
| 3,217 |
yes
|
no
|
unknown
| 28 |
may
| 24 | 1 | -1 | 0 |
unknown
| 0no
|
37 |
technician
|
single
|
secondary
|
no
| 5,436 |
yes
|
no
|
cellular
| 6 |
may
| 7 | 11 | 351 | 1 |
failure
| 0no
|
41 |
blue-collar
|
married
|
primary
|
no
| 2,067 |
yes
|
no
|
cellular
| 15 |
may
| 493 | 7 | -1 | 0 |
unknown
| 0no
|
34 |
blue-collar
|
single
|
secondary
|
no
| 215 |
no
|
no
|
cellular
| 3 |
mar
| 350 | 3 | -1 | 0 |
unknown
| 1yes
|
36 |
services
|
divorced
|
secondary
|
no
| 1,594 |
no
|
no
|
unknown
| 6 |
jun
| 250 | 3 | -1 | 0 |
unknown
| 0no
|
44 |
self-employed
|
married
|
tertiary
|
no
| 134 |
no
|
no
|
cellular
| 28 |
aug
| 86 | 4 | -1 | 0 |
unknown
| 0no
|
34 |
entrepreneur
|
divorced
|
tertiary
|
no
| 262 |
no
|
no
|
cellular
| 20 |
nov
| 371 | 1 | -1 | 0 |
unknown
| 0no
|
56 |
blue-collar
|
divorced
|
primary
|
no
| 3,021 |
no
|
no
|
unknown
| 9 |
jun
| 419 | 2 | -1 | 0 |
unknown
| 0no
|
43 |
management
|
divorced
|
tertiary
|
no
| 388 |
yes
|
no
|
unknown
| 8 |
may
| 2,087 | 2 | -1 | 0 |
unknown
| 1yes
|
28 |
blue-collar
|
single
|
secondary
|
no
| 3,412 |
yes
|
no
|
cellular
| 15 |
may
| 22 | 4 | -1 | 0 |
unknown
| 0no
|
54 |
blue-collar
|
married
|
secondary
|
no
| 1,291 |
yes
|
no
|
unknown
| 5 |
may
| 266 | 1 | -1 | 0 |
unknown
| 0no
|
37 |
technician
|
divorced
|
secondary
|
no
| 79 |
no
|
no
|
cellular
| 21 |
jul
| 191 | 1 | -1 | 0 |
unknown
| 0no
|
59 |
self-employed
|
married
|
tertiary
|
no
| 2,013 |
no
|
no
|
cellular
| 19 |
feb
| 222 | 4 | 94 | 2 |
success
| 1yes
|
58 |
blue-collar
|
divorced
|
secondary
|
no
| 543 |
no
|
yes
|
telephone
| 17 |
jul
| 264 | 3 | -1 | 0 |
unknown
| 0no
|
56 |
management
|
divorced
|
tertiary
|
no
| 1,016 |
yes
|
no
|
unknown
| 9 |
jun
| 184 | 5 | -1 | 0 |
unknown
| 0no
|
32 |
blue-collar
|
single
|
secondary
|
no
| 604 |
no
|
yes
|
cellular
| 28 |
may
| 95 | 3 | -1 | 0 |
unknown
| 0no
|
42 |
management
|
single
|
tertiary
|
no
| 525 |
no
|
no
|
cellular
| 13 |
aug
| 127 | 2 | -1 | 0 |
unknown
| 0no
|
52 |
retired
|
divorced
|
primary
|
no
| 353 |
no
|
no
|
cellular
| 31 |
jul
| 395 | 4 | -1 | 0 |
unknown
| 0no
|
46 |
management
|
married
|
tertiary
|
no
| 964 |
yes
|
no
|
cellular
| 8 |
apr
| 174 | 1 | -1 | 0 |
unknown
| 0no
|
37 |
admin.
|
married
|
tertiary
|
no
| 3,913 |
yes
|
no
|
cellular
| 27 |
apr
| 124 | 1 | -1 | 0 |
unknown
| 1yes
|
39 |
blue-collar
|
married
|
primary
|
no
| 879 |
yes
|
no
|
unknown
| 26 |
may
| 102 | 2 | -1 | 0 |
unknown
| 0no
|
31 |
admin.
|
married
|
secondary
|
no
| 314 |
yes
|
no
|
cellular
| 17 |
apr
| 279 | 1 | -1 | 0 |
unknown
| 0no
|
59 |
housemaid
|
married
|
primary
|
no
| 0 |
no
|
no
|
cellular
| 27 |
aug
| 76 | 11 | -1 | 0 |
unknown
| 0no
|
38 |
blue-collar
|
married
|
secondary
|
no
| 1,370 |
yes
|
no
|
cellular
| 11 |
may
| 472 | 2 | -1 | 0 |
unknown
| 0no
|
58 |
management
|
married
|
secondary
|
no
| 37 |
no
|
no
|
cellular
| 18 |
aug
| 84 | 11 | -1 | 0 |
unknown
| 0no
|
34 |
management
|
single
|
tertiary
|
no
| 673 |
yes
|
yes
|
cellular
| 20 |
nov
| 271 | 1 | 184 | 1 |
failure
| 0no
|
40 |
services
|
married
|
secondary
|
no
| -342 |
yes
|
no
|
unknown
| 26 |
may
| 754 | 1 | -1 | 0 |
unknown
| 0no
|
20 |
student
|
single
|
secondary
|
no
| 291 |
no
|
no
|
telephone
| 11 |
may
| 172 | 5 | 371 | 5 |
failure
| 0no
|
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