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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
35 |
management
|
single
|
tertiary
|
no
| 633 |
yes
|
no
|
cellular
| 17 |
apr
| 128 | 3 | -1 | 0 |
unknown
| 0no
|
48 |
technician
|
married
|
secondary
|
no
| 4,265 |
yes
|
no
|
unknown
| 13 |
may
| 220 | 2 | -1 | 0 |
unknown
| 0no
|
46 |
entrepreneur
|
married
|
tertiary
|
no
| 2,262 |
no
|
no
|
telephone
| 14 |
jul
| 44 | 14 | -1 | 0 |
unknown
| 0no
|
39 |
services
|
married
|
secondary
|
no
| 1,970 |
yes
|
no
|
unknown
| 8 |
jun
| 30 | 1 | 404 | 2 |
success
| 0no
|
38 |
self-employed
|
divorced
|
tertiary
|
no
| 1,513 |
no
|
no
|
cellular
| 7 |
may
| 330 | 1 | 342 | 1 |
failure
| 0no
|
34 |
entrepreneur
|
married
|
secondary
|
no
| 4,659 |
yes
|
no
|
unknown
| 30 |
aug
| 28 | 1 | -1 | 0 |
unknown
| 0no
|
47 |
entrepreneur
|
married
|
primary
|
no
| 668 |
no
|
no
|
cellular
| 12 |
may
| 908 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
management
|
divorced
|
tertiary
|
no
| 649 |
no
|
no
|
cellular
| 16 |
apr
| 177 | 1 | -1 | 0 |
unknown
| 0no
|
46 |
blue-collar
|
divorced
|
primary
|
no
| 452 |
yes
|
no
|
unknown
| 9 |
may
| 113 | 4 | -1 | 0 |
unknown
| 0no
|
27 |
admin.
|
single
|
secondary
|
no
| -145 |
yes
|
no
|
telephone
| 15 |
may
| 289 | 8 | -1 | 0 |
unknown
| 0no
|
31 |
blue-collar
|
married
|
secondary
|
no
| -498 |
yes
|
no
|
cellular
| 21 |
jul
| 357 | 1 | -1 | 0 |
unknown
| 0no
|
31 |
management
|
single
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 28 |
aug
| 38 | 16 | -1 | 0 |
unknown
| 0no
|
46 |
admin.
|
married
|
secondary
|
no
| 22 |
yes
|
no
|
cellular
| 7 |
aug
| 414 | 4 | -1 | 0 |
unknown
| 0no
|
31 |
admin.
|
married
|
secondary
|
no
| 2,304 |
yes
|
no
|
cellular
| 20 |
nov
| 257 | 2 | -1 | 0 |
unknown
| 0no
|
33 |
management
|
married
|
tertiary
|
no
| 1,412 |
yes
|
no
|
unknown
| 19 |
aug
| 480 | 1 | -1 | 0 |
unknown
| 1yes
|
42 |
housemaid
|
married
|
primary
|
no
| 145 |
no
|
no
|
cellular
| 20 |
aug
| 252 | 2 | -1 | 0 |
unknown
| 0no
|
33 |
management
|
single
|
primary
|
no
| 4,897 |
yes
|
no
|
unknown
| 20 |
may
| 151 | 1 | -1 | 0 |
unknown
| 0no
|
40 |
housemaid
|
married
|
primary
|
no
| 1,832 |
no
|
no
|
cellular
| 6 |
feb
| 213 | 4 | -1 | 0 |
unknown
| 0no
|
51 |
blue-collar
|
married
|
primary
|
no
| 3,726 |
no
|
yes
|
cellular
| 27 |
aug
| 119 | 12 | -1 | 0 |
unknown
| 0no
|
31 |
unemployed
|
married
|
tertiary
|
no
| 591 |
no
|
no
|
cellular
| 21 |
nov
| 161 | 2 | -1 | 0 |
unknown
| 0no
|
62 |
retired
|
divorced
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 13 |
nov
| 227 | 2 | -1 | 0 |
unknown
| 1yes
|
24 |
student
|
single
|
secondary
|
no
| 508 |
yes
|
no
|
telephone
| 18 |
may
| 12 | 3 | 374 | 1 |
other
| 0no
|
48 |
unemployed
|
married
|
secondary
|
no
| 817 |
no
|
no
|
cellular
| 14 |
jan
| 517 | 1 | 282 | 4 |
success
| 1yes
|
41 |
technician
|
divorced
|
secondary
|
no
| 348 |
yes
|
no
|
cellular
| 7 |
may
| 225 | 2 | 275 | 2 |
failure
| 0no
|
43 |
management
|
married
|
tertiary
|
no
| 291 |
yes
|
no
|
unknown
| 9 |
may
| 150 | 2 | -1 | 0 |
unknown
| 0no
|
52 |
technician
|
married
|
secondary
|
no
| 3,554 |
no
|
yes
|
cellular
| 8 |
jul
| 89 | 1 | -1 | 0 |
unknown
| 0no
|
54 |
blue-collar
|
married
|
primary
|
no
| 781 |
yes
|
no
|
unknown
| 9 |
may
| 103 | 2 | -1 | 0 |
unknown
| 0no
|
32 |
technician
|
divorced
|
tertiary
|
no
| 267 |
no
|
no
|
cellular
| 26 |
may
| 128 | 1 | -1 | 0 |
unknown
| 0no
|
38 |
blue-collar
|
married
|
primary
|
no
| 1,327 |
yes
|
no
|
cellular
| 20 |
nov
| 277 | 1 | -1 | 0 |
unknown
| 0no
|
41 |
admin.
|
married
|
primary
|
no
| -306 |
yes
|
no
|
unknown
| 15 |
may
| 500 | 1 | -1 | 0 |
unknown
| 1yes
|
31 |
blue-collar
|
single
|
primary
|
no
| 864 |
yes
|
no
|
telephone
| 14 |
may
| 113 | 2 | -1 | 0 |
unknown
| 0no
|
35 |
housemaid
|
married
|
tertiary
|
no
| 1,265 |
yes
|
no
|
cellular
| 15 |
may
| 326 | 5 | 179 | 4 |
failure
| 1yes
|
26 |
admin.
|
married
|
secondary
|
no
| 0 |
no
|
no
|
unknown
| 27 |
may
| 755 | 1 | -1 | 0 |
unknown
| 0no
|
52 |
technician
|
married
|
tertiary
|
no
| 214 |
no
|
no
|
cellular
| 29 |
aug
| 161 | 3 | -1 | 0 |
unknown
| 0no
|
58 |
retired
|
married
|
secondary
|
no
| 425 |
yes
|
yes
|
cellular
| 17 |
nov
| 100 | 1 | -1 | 0 |
unknown
| 0no
|
57 |
housemaid
|
married
|
tertiary
|
no
| 3 |
no
|
no
|
cellular
| 4 |
aug
| 142 | 2 | -1 | 0 |
unknown
| 0no
|
34 |
management
|
married
|
tertiary
|
no
| 0 |
yes
|
no
|
unknown
| 8 |
may
| 214 | 2 | -1 | 0 |
unknown
| 0no
|
59 |
blue-collar
|
married
|
primary
|
no
| 0 |
no
|
no
|
cellular
| 18 |
nov
| 167 | 2 | -1 | 0 |
unknown
| 0no
|
27 |
technician
|
single
|
secondary
|
no
| 282 |
no
|
yes
|
cellular
| 9 |
jul
| 676 | 5 | -1 | 0 |
unknown
| 0no
|
42 |
entrepreneur
|
married
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 9 |
jul
| 236 | 1 | -1 | 0 |
unknown
| 0no
|
47 |
housemaid
|
single
|
tertiary
|
no
| 3,727 |
no
|
no
|
unknown
| 12 |
jun
| 993 | 6 | -1 | 0 |
unknown
| 1yes
|
33 |
blue-collar
|
married
|
secondary
|
no
| 0 |
yes
|
yes
|
cellular
| 28 |
jul
| 83 | 12 | -1 | 0 |
unknown
| 0no
|
31 |
services
|
single
|
secondary
|
no
| 864 |
yes
|
no
|
cellular
| 6 |
may
| 100 | 1 | -1 | 0 |
unknown
| 0no
|
37 |
management
|
married
|
tertiary
|
no
| 4,089 |
yes
|
no
|
cellular
| 2 |
feb
| 289 | 2 | 174 | 4 |
other
| 1yes
|
29 |
blue-collar
|
married
|
secondary
|
no
| -478 |
no
|
yes
|
cellular
| 8 |
jul
| 528 | 2 | -1 | 0 |
unknown
| 0no
|
38 |
unemployed
|
married
|
primary
|
no
| -363 |
no
|
no
|
unknown
| 12 |
jun
| 340 | 2 | -1 | 0 |
unknown
| 0no
|
35 |
self-employed
|
married
|
secondary
|
no
| 8,883 |
no
|
no
|
cellular
| 21 |
nov
| 33 | 3 | -1 | 0 |
unknown
| 0no
|
31 |
technician
|
single
|
secondary
|
no
| 1,970 |
no
|
no
|
telephone
| 17 |
apr
| 284 | 3 | -1 | 0 |
unknown
| 0no
|
62 |
management
|
married
|
tertiary
|
no
| 1,859 |
no
|
no
|
telephone
| 6 |
aug
| 245 | 3 | -1 | 0 |
unknown
| 1yes
|
32 |
technician
|
single
|
tertiary
|
no
| 1,059 |
yes
|
no
|
cellular
| 17 |
apr
| 115 | 1 | -1 | 0 |
unknown
| 0no
|
31 |
services
|
married
|
secondary
|
no
| 388 |
yes
|
no
|
unknown
| 5 |
may
| 730 | 2 | -1 | 0 |
unknown
| 0no
|
51 |
blue-collar
|
divorced
|
primary
|
no
| 602 |
yes
|
no
|
cellular
| 11 |
may
| 347 | 1 | 284 | 2 |
failure
| 0no
|
29 |
services
|
single
|
secondary
|
no
| 0 |
no
|
no
|
cellular
| 17 |
jul
| 58 | 1 | -1 | 0 |
unknown
| 0no
|
43 |
blue-collar
|
married
|
primary
|
no
| 255 |
yes
|
no
|
cellular
| 17 |
jul
| 180 | 1 | -1 | 0 |
unknown
| 0no
|
36 |
blue-collar
|
married
|
secondary
|
no
| 63 |
yes
|
no
|
unknown
| 2 |
jun
| 56 | 8 | -1 | 0 |
unknown
| 0no
|
34 |
self-employed
|
married
|
primary
|
no
| 712 |
yes
|
no
|
unknown
| 2 |
jun
| 326 | 3 | -1 | 0 |
unknown
| 0no
|
29 |
services
|
married
|
secondary
|
no
| 57 |
yes
|
no
|
telephone
| 21 |
jul
| 342 | 9 | -1 | 0 |
unknown
| 0no
|
57 |
retired
|
married
|
secondary
|
no
| 523 |
no
|
yes
|
cellular
| 2 |
feb
| 49 | 6 | -1 | 0 |
unknown
| 0no
|
43 |
management
|
married
|
tertiary
|
no
| 422 |
no
|
no
|
cellular
| 12 |
aug
| 110 | 1 | -1 | 0 |
unknown
| 0no
|
33 |
services
|
married
|
secondary
|
no
| 386 |
no
|
no
|
cellular
| 12 |
nov
| 253 | 1 | 92 | 4 |
failure
| 1yes
|
60 |
management
|
married
|
tertiary
|
no
| 3,387 |
no
|
no
|
cellular
| 14 |
aug
| 636 | 2 | -1 | 0 |
unknown
| 0no
|
51 |
technician
|
married
|
primary
|
no
| 260 |
no
|
no
|
cellular
| 19 |
aug
| 137 | 2 | -1 | 0 |
unknown
| 0no
|
40 |
admin.
|
single
|
secondary
|
no
| -1 |
no
|
no
|
cellular
| 7 |
jul
| 173 | 1 | -1 | 0 |
unknown
| 0no
|
51 |
technician
|
married
|
secondary
|
no
| 1,490 |
yes
|
no
|
cellular
| 18 |
jul
| 227 | 2 | -1 | 0 |
unknown
| 0no
|
38 |
services
|
married
|
secondary
|
no
| 497 |
yes
|
yes
|
unknown
| 19 |
may
| 88 | 5 | -1 | 0 |
unknown
| 0no
|
35 |
technician
|
married
|
secondary
|
no
| 1,707 |
yes
|
no
|
unknown
| 2 |
jun
| 426 | 3 | -1 | 0 |
unknown
| 0no
|
47 |
technician
|
married
|
secondary
|
no
| 826 |
yes
|
no
|
telephone
| 18 |
nov
| 195 | 3 | 112 | 8 |
other
| 0no
|
45 |
blue-collar
|
married
|
primary
|
no
| 907 |
no
|
no
|
cellular
| 18 |
aug
| 230 | 8 | -1 | 0 |
unknown
| 0no
|
40 |
services
|
married
|
secondary
|
no
| 1,836 |
yes
|
no
|
cellular
| 12 |
may
| 750 | 2 | -1 | 0 |
unknown
| 1yes
|
29 |
entrepreneur
|
single
|
secondary
|
no
| 404 |
no
|
no
|
cellular
| 30 |
jan
| 413 | 3 | -1 | 0 |
unknown
| 0no
|
52 |
management
|
divorced
|
tertiary
|
no
| 907 |
yes
|
no
|
unknown
| 4 |
jun
| 104 | 2 | -1 | 0 |
unknown
| 0no
|
26 |
technician
|
married
|
secondary
|
no
| 18 |
yes
|
yes
|
cellular
| 5 |
may
| 138 | 1 | -1 | 0 |
unknown
| 0no
|
31 |
blue-collar
|
single
|
primary
|
no
| -495 |
yes
|
no
|
unknown
| 29 |
may
| 334 | 2 | -1 | 0 |
unknown
| 0no
|
55 |
services
|
married
|
unknown
|
no
| 1,210 |
yes
|
no
|
unknown
| 30 |
may
| 868 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
services
|
married
|
secondary
|
no
| 819 |
yes
|
no
|
telephone
| 14 |
jul
| 102 | 14 | -1 | 0 |
unknown
| 0no
|
56 |
management
|
divorced
|
tertiary
|
no
| 442 |
no
|
no
|
unknown
| 28 |
may
| 77 | 3 | -1 | 0 |
unknown
| 0no
|
28 |
blue-collar
|
single
|
secondary
|
no
| -46 |
yes
|
no
|
cellular
| 1 |
sep
| 199 | 1 | 92 | 14 |
success
| 1yes
|
27 |
student
|
single
|
secondary
|
no
| 671 |
yes
|
no
|
unknown
| 7 |
may
| 332 | 2 | -1 | 0 |
unknown
| 0no
|
30 |
technician
|
married
|
secondary
|
no
| 371 |
no
|
no
|
cellular
| 7 |
aug
| 124 | 2 | -1 | 0 |
unknown
| 0no
|
51 |
technician
|
married
|
tertiary
|
no
| -3 |
no
|
no
|
cellular
| 25 |
aug
| 91 | 9 | -1 | 0 |
unknown
| 0no
|
33 |
management
|
married
|
secondary
|
no
| 11 |
yes
|
no
|
cellular
| 4 |
may
| 104 | 3 | -1 | 0 |
unknown
| 0no
|
32 |
blue-collar
|
single
|
secondary
|
no
| 33 |
yes
|
no
|
cellular
| 18 |
may
| 125 | 1 | 368 | 4 |
failure
| 0no
|
43 |
entrepreneur
|
married
|
secondary
|
no
| 104 |
yes
|
no
|
cellular
| 18 |
jul
| 635 | 3 | -1 | 0 |
unknown
| 1yes
|
46 |
blue-collar
|
married
|
primary
|
no
| 174 |
no
|
yes
|
cellular
| 15 |
jul
| 90 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
management
|
married
|
tertiary
|
no
| 3,107 |
yes
|
yes
|
cellular
| 25 |
jul
| 310 | 1 | -1 | 0 |
unknown
| 0no
|
40 |
services
|
married
|
secondary
|
no
| 1,438 |
yes
|
no
|
cellular
| 6 |
may
| 207 | 1 | 351 | 2 |
failure
| 0no
|
39 |
blue-collar
|
married
|
secondary
|
no
| 1,367 |
no
|
no
|
unknown
| 12 |
jun
| 43 | 1 | -1 | 0 |
unknown
| 0no
|
51 |
blue-collar
|
married
|
primary
|
no
| -11 |
no
|
no
|
telephone
| 16 |
jul
| 126 | 4 | -1 | 0 |
unknown
| 0no
|
46 |
admin.
|
single
|
secondary
|
no
| 1,693 |
yes
|
no
|
cellular
| 25 |
jan
| 137 | 1 | 97 | 1 |
success
| 0no
|
43 |
blue-collar
|
married
|
primary
|
no
| 778 |
yes
|
yes
|
unknown
| 15 |
may
| 284 | 5 | -1 | 0 |
unknown
| 0no
|
36 |
technician
|
married
|
tertiary
|
no
| 837 |
no
|
no
|
cellular
| 28 |
aug
| 68 | 6 | -1 | 0 |
unknown
| 0no
|
48 |
management
|
married
|
tertiary
|
no
| 363 |
no
|
no
|
cellular
| 18 |
nov
| 67 | 1 | -1 | 0 |
unknown
| 0no
|
26 |
admin.
|
single
|
secondary
|
no
| 236 |
yes
|
yes
|
cellular
| 18 |
may
| 8 | 2 | -1 | 0 |
unknown
| 0no
|
39 |
admin.
|
single
|
unknown
|
no
| 0 |
yes
|
no
|
cellular
| 11 |
may
| 62 | 1 | -1 | 0 |
unknown
| 0no
|
47 |
management
|
married
|
tertiary
|
no
| -50 |
no
|
yes
|
cellular
| 7 |
jul
| 175 | 1 | -1 | 0 |
unknown
| 0no
|
23 |
entrepreneur
|
single
|
primary
|
no
| 4 |
yes
|
no
|
unknown
| 13 |
may
| 395 | 2 | -1 | 0 |
unknown
| 1yes
|
54 |
management
|
divorced
|
tertiary
|
no
| 26,306 |
yes
|
no
|
cellular
| 11 |
feb
| 27 | 1 | 84 | 3 |
failure
| 0no
|
38 |
admin.
|
married
|
secondary
|
no
| 46 |
yes
|
yes
|
unknown
| 6 |
may
| 195 | 1 | -1 | 0 |
unknown
| 0no
|
33 |
technician
|
married
|
secondary
|
no
| 575 |
no
|
yes
|
cellular
| 4 |
feb
| 254 | 2 | -1 | 0 |
unknown
| 0no
|
35 |
admin.
|
divorced
|
secondary
|
no
| 148 |
no
|
yes
|
cellular
| 8 |
jul
| 199 | 1 | -1 | 0 |
unknown
| 0no
|
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