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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
53 |
technician
|
married
|
tertiary
|
no
| 431 |
yes
|
no
|
unknown
| 11 |
jun
| 74 | 1 | -1 | 0 |
unknown
| 0no
|
60 |
services
|
married
|
tertiary
|
no
| 4,256 |
yes
|
no
|
cellular
| 16 |
aug
| 239 | 3 | 761 | 1 |
other
| 1yes
|
33 |
management
|
divorced
|
tertiary
|
no
| 0 |
yes
|
yes
|
cellular
| 19 |
aug
| 275 | 8 | -1 | 0 |
unknown
| 0no
|
52 |
services
|
divorced
|
secondary
|
no
| 238 |
yes
|
no
|
cellular
| 6 |
may
| 101 | 1 | 362 | 5 |
other
| 0no
|
64 |
retired
|
married
|
tertiary
|
no
| 846 |
no
|
no
|
cellular
| 11 |
feb
| 671 | 1 | 181 | 3 |
failure
| 1yes
|
40 |
blue-collar
|
single
|
secondary
|
no
| 3 |
no
|
no
|
cellular
| 19 |
nov
| 998 | 1 | -1 | 0 |
unknown
| 1yes
|
52 |
admin.
|
married
|
secondary
|
no
| 693 |
no
|
no
|
unknown
| 12 |
jun
| 271 | 1 | -1 | 0 |
unknown
| 0no
|
28 |
student
|
single
|
secondary
|
no
| 0 |
yes
|
no
|
unknown
| 15 |
may
| 133 | 3 | -1 | 0 |
unknown
| 0no
|
49 |
management
|
married
|
secondary
|
no
| 362 |
yes
|
no
|
unknown
| 4 |
jun
| 84 | 2 | -1 | 0 |
unknown
| 0no
|
28 |
technician
|
single
|
secondary
|
no
| 618 |
yes
|
no
|
cellular
| 7 |
may
| 281 | 1 | -1 | 0 |
unknown
| 0no
|
29 |
technician
|
single
|
tertiary
|
no
| 2,893 |
yes
|
no
|
unknown
| 3 |
jun
| 250 | 1 | -1 | 0 |
unknown
| 0no
|
87 |
retired
|
married
|
primary
|
no
| 230 |
no
|
no
|
cellular
| 30 |
oct
| 144 | 1 | -1 | 0 |
unknown
| 1yes
|
37 |
management
|
divorced
|
secondary
|
no
| 1,287 |
yes
|
no
|
cellular
| 14 |
may
| 432 | 1 | -1 | 0 |
unknown
| 0no
|
36 |
services
|
married
|
primary
|
no
| 179 |
no
|
no
|
unknown
| 9 |
jun
| 411 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
self-employed
|
married
|
tertiary
|
no
| 980 |
no
|
no
|
cellular
| 2 |
aug
| 428 | 2 | 336 | 6 |
failure
| 0no
|
33 |
admin.
|
married
|
tertiary
|
no
| 79 |
yes
|
no
|
cellular
| 22 |
oct
| 249 | 2 | 335 | 2 |
failure
| 1yes
|
60 |
admin.
|
married
|
secondary
|
no
| 3,043 |
no
|
no
|
cellular
| 19 |
aug
| 235 | 3 | -1 | 0 |
unknown
| 0no
|
25 |
management
|
single
|
tertiary
|
no
| 808 |
no
|
no
|
cellular
| 18 |
sep
| 267 | 2 | 114 | 2 |
failure
| 1yes
|
69 |
retired
|
married
|
secondary
|
no
| 745 |
no
|
no
|
telephone
| 9 |
sep
| 595 | 1 | -1 | 0 |
unknown
| 0no
|
41 |
student
|
married
|
secondary
|
no
| 1,309 |
no
|
no
|
unknown
| 20 |
jun
| 28 | 4 | -1 | 0 |
unknown
| 0no
|
48 |
management
|
single
|
secondary
|
no
| 290 |
yes
|
no
|
cellular
| 21 |
jul
| 257 | 2 | -1 | 0 |
unknown
| 0no
|
35 |
blue-collar
|
divorced
|
primary
|
no
| 1,792 |
yes
|
no
|
cellular
| 31 |
jul
| 630 | 6 | -1 | 0 |
unknown
| 1yes
|
30 |
blue-collar
|
single
|
secondary
|
no
| 178 |
yes
|
no
|
unknown
| 20 |
may
| 747 | 5 | -1 | 0 |
unknown
| 0no
|
59 |
management
|
married
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 27 |
aug
| 87 | 4 | -1 | 0 |
unknown
| 0no
|
32 |
management
|
single
|
tertiary
|
no
| 537 |
no
|
no
|
unknown
| 29 |
may
| 187 | 3 | -1 | 0 |
unknown
| 0no
|
28 |
blue-collar
|
single
|
secondary
|
no
| 416 |
yes
|
no
|
unknown
| 13 |
may
| 452 | 2 | -1 | 0 |
unknown
| 0no
|
60 |
blue-collar
|
married
|
primary
|
no
| 1,472 |
no
|
no
|
unknown
| 20 |
jun
| 36 | 4 | -1 | 0 |
unknown
| 0no
|
36 |
management
|
married
|
primary
|
no
| 3,953 |
yes
|
no
|
cellular
| 19 |
nov
| 277 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
management
|
single
|
tertiary
|
no
| 112 |
yes
|
no
|
cellular
| 5 |
may
| 118 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
management
|
divorced
|
tertiary
|
no
| 13,204 |
yes
|
yes
|
cellular
| 20 |
nov
| 197 | 2 | -1 | 0 |
unknown
| 0no
|
58 |
blue-collar
|
married
|
secondary
|
no
| 0 |
no
|
yes
|
cellular
| 14 |
apr
| 101 | 5 | -1 | 0 |
unknown
| 0no
|
53 |
management
|
married
|
unknown
|
no
| 2,240 |
yes
|
no
|
cellular
| 2 |
jun
| 282 | 2 | 385 | 1 |
success
| 1yes
|
31 |
management
|
married
|
tertiary
|
no
| 22,546 |
yes
|
no
|
cellular
| 14 |
may
| 8 | 6 | 267 | 4 |
failure
| 0no
|
33 |
admin.
|
married
|
secondary
|
no
| 0 |
yes
|
no
|
telephone
| 17 |
jul
| 1,448 | 7 | -1 | 0 |
unknown
| 1yes
|
46 |
unemployed
|
divorced
|
primary
|
no
| 23 |
no
|
no
|
cellular
| 21 |
nov
| 344 | 1 | -1 | 0 |
unknown
| 0no
|
29 |
blue-collar
|
married
|
secondary
|
no
| 228 |
yes
|
no
|
cellular
| 11 |
may
| 12 | 8 | 342 | 9 |
failure
| 0no
|
37 |
self-employed
|
married
|
secondary
|
no
| 215 |
yes
|
no
|
unknown
| 6 |
jun
| 61 | 1 | -1 | 0 |
unknown
| 0no
|
58 |
blue-collar
|
married
|
primary
|
no
| 23 |
yes
|
no
|
unknown
| 20 |
may
| 91 | 6 | -1 | 0 |
unknown
| 0no
|
34 |
management
|
married
|
secondary
|
no
| 293 |
yes
|
no
|
unknown
| 21 |
may
| 162 | 3 | -1 | 0 |
unknown
| 0no
|
34 |
blue-collar
|
divorced
|
secondary
|
no
| 0 |
no
|
yes
|
unknown
| 21 |
may
| 339 | 1 | -1 | 0 |
unknown
| 0no
|
49 |
entrepreneur
|
married
|
primary
|
no
| 199 |
no
|
no
|
unknown
| 13 |
may
| 113 | 2 | -1 | 0 |
unknown
| 0no
|
53 |
admin.
|
married
|
secondary
|
no
| 459 |
no
|
no
|
cellular
| 5 |
apr
| 558 | 1 | -1 | 0 |
unknown
| 1yes
|
42 |
unemployed
|
married
|
secondary
|
no
| 8,131 |
yes
|
no
|
unknown
| 30 |
may
| 69 | 1 | -1 | 0 |
unknown
| 0no
|
40 |
services
|
married
|
secondary
|
no
| -378 |
yes
|
yes
|
cellular
| 13 |
may
| 541 | 1 | 295 | 6 |
failure
| 0no
|
30 |
blue-collar
|
single
|
primary
|
no
| 395 |
no
|
no
|
cellular
| 21 |
nov
| 429 | 1 | -1 | 0 |
unknown
| 0no
|
31 |
technician
|
divorced
|
secondary
|
no
| 10,787 |
yes
|
no
|
unknown
| 4 |
jun
| 135 | 2 | -1 | 0 |
unknown
| 0no
|
55 |
admin.
|
married
|
secondary
|
no
| 865 |
yes
|
no
|
cellular
| 27 |
oct
| 96 | 1 | 111 | 3 |
failure
| 0no
|
36 |
management
|
married
|
tertiary
|
no
| 340 |
yes
|
no
|
cellular
| 20 |
apr
| 68 | 2 | -1 | 0 |
unknown
| 0no
|
31 |
blue-collar
|
single
|
secondary
|
no
| 1,882 |
no
|
no
|
cellular
| 7 |
may
| 529 | 2 | -1 | 0 |
unknown
| 0no
|
26 |
management
|
married
|
tertiary
|
no
| 265 |
no
|
no
|
cellular
| 30 |
jan
| 650 | 2 | -1 | 0 |
unknown
| 0no
|
31 |
admin.
|
married
|
secondary
|
no
| 389 |
yes
|
no
|
cellular
| 7 |
dec
| 69 | 1 | 185 | 2 |
failure
| 0no
|
49 |
admin.
|
married
|
secondary
|
no
| 0 |
yes
|
yes
|
cellular
| 29 |
jul
| 71 | 7 | -1 | 0 |
unknown
| 0no
|
54 |
management
|
married
|
tertiary
|
no
| 384 |
yes
|
no
|
cellular
| 12 |
may
| 30 | 7 | -1 | 0 |
unknown
| 0no
|
47 |
management
|
divorced
|
tertiary
|
no
| 94 |
yes
|
no
|
cellular
| 31 |
jul
| 9 | 19 | -1 | 0 |
unknown
| 0no
|
61 |
management
|
married
|
secondary
|
no
| 1,471 |
no
|
no
|
cellular
| 12 |
aug
| 331 | 2 | -1 | 0 |
unknown
| 0no
|
49 |
blue-collar
|
married
|
primary
|
no
| 937 |
yes
|
no
|
unknown
| 12 |
jun
| 66 | 1 | -1 | 0 |
unknown
| 0no
|
51 |
technician
|
married
|
secondary
|
no
| 500 |
yes
|
no
|
cellular
| 20 |
nov
| 26 | 6 | -1 | 0 |
unknown
| 0no
|
53 |
blue-collar
|
married
|
primary
|
no
| 25 |
yes
|
no
|
unknown
| 6 |
may
| 266 | 3 | -1 | 0 |
unknown
| 0no
|
35 |
management
|
married
|
tertiary
|
no
| 365 |
no
|
no
|
cellular
| 21 |
nov
| 168 | 2 | -1 | 0 |
unknown
| 0no
|
25 |
unemployed
|
single
|
secondary
|
no
| 34 |
no
|
yes
|
unknown
| 4 |
jul
| 316 | 1 | -1 | 0 |
unknown
| 0no
|
79 |
retired
|
married
|
primary
|
no
| 429 |
no
|
no
|
telephone
| 8 |
jul
| 1,006 | 2 | -1 | 0 |
unknown
| 1yes
|
53 |
technician
|
married
|
primary
|
no
| 6,839 |
yes
|
no
|
cellular
| 19 |
nov
| 77 | 1 | -1 | 0 |
unknown
| 0no
|
21 |
student
|
single
|
secondary
|
no
| 6 |
no
|
no
|
unknown
| 9 |
may
| 622 | 1 | -1 | 0 |
unknown
| 0no
|
33 |
blue-collar
|
married
|
secondary
|
no
| 467 |
yes
|
no
|
unknown
| 21 |
may
| 494 | 2 | -1 | 0 |
unknown
| 0no
|
40 |
self-employed
|
divorced
|
secondary
|
no
| 1,876 |
no
|
yes
|
unknown
| 20 |
jun
| 269 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
entrepreneur
|
married
|
secondary
|
no
| 1,847 |
yes
|
no
|
cellular
| 9 |
apr
| 543 | 3 | 321 | 6 |
failure
| 0no
|
52 |
unknown
|
married
|
primary
|
no
| 247 |
no
|
no
|
cellular
| 29 |
jul
| 268 | 6 | -1 | 0 |
unknown
| 0no
|
27 |
admin.
|
married
|
secondary
|
no
| 897 |
no
|
no
|
cellular
| 5 |
jun
| 397 | 1 | -1 | 0 |
unknown
| 1yes
|
57 |
services
|
divorced
|
secondary
|
no
| 4,664 |
no
|
no
|
cellular
| 21 |
nov
| 22 | 4 | 114 | 1 |
failure
| 0no
|
51 |
self-employed
|
divorced
|
secondary
|
no
| 1,291 |
yes
|
no
|
unknown
| 3 |
jun
| 51 | 2 | -1 | 0 |
unknown
| 0no
|
31 |
student
|
single
|
tertiary
|
no
| 64 |
no
|
no
|
cellular
| 15 |
sep
| 208 | 1 | 105 | 2 |
success
| 0no
|
49 |
unemployed
|
married
|
tertiary
|
no
| -471 |
yes
|
no
|
cellular
| 20 |
nov
| 77 | 3 | 185 | 7 |
failure
| 0no
|
32 |
management
|
single
|
tertiary
|
no
| 1,160 |
yes
|
yes
|
unknown
| 11 |
jun
| 450 | 2 | -1 | 0 |
unknown
| 0no
|
28 |
admin.
|
single
|
tertiary
|
no
| 14 |
no
|
no
|
cellular
| 1 |
jun
| 201 | 1 | -1 | 0 |
unknown
| 0no
|
33 |
blue-collar
|
married
|
secondary
|
no
| 26 |
yes
|
no
|
cellular
| 17 |
apr
| 342 | 3 | 332 | 1 |
other
| 0no
|
50 |
blue-collar
|
married
|
unknown
|
no
| 452 |
no
|
no
|
cellular
| 20 |
aug
| 181 | 2 | -1 | 0 |
unknown
| 0no
|
42 |
blue-collar
|
single
|
secondary
|
no
| 382 |
yes
|
no
|
cellular
| 13 |
may
| 294 | 1 | -1 | 0 |
unknown
| 0no
|
45 |
admin.
|
married
|
unknown
|
no
| 2,033 |
no
|
no
|
cellular
| 30 |
nov
| 123 | 1 | 186 | 4 |
failure
| 0no
|
34 |
unemployed
|
married
|
secondary
|
no
| 0 |
yes
|
no
|
cellular
| 13 |
may
| 172 | 1 | -1 | 0 |
unknown
| 0no
|
56 |
admin.
|
divorced
|
unknown
|
no
| 789 |
yes
|
no
|
cellular
| 8 |
may
| 1,022 | 1 | 360 | 2 |
failure
| 0no
|
33 |
blue-collar
|
single
|
secondary
|
no
| 142 |
yes
|
no
|
cellular
| 14 |
may
| 123 | 1 | 360 | 3 |
other
| 0no
|
34 |
admin.
|
married
|
secondary
|
no
| 645 |
yes
|
no
|
unknown
| 19 |
may
| 420 | 1 | -1 | 0 |
unknown
| 0no
|
37 |
blue-collar
|
married
|
unknown
|
no
| 897 |
yes
|
no
|
cellular
| 13 |
apr
| 119 | 2 | 280 | 2 |
failure
| 0no
|
37 |
blue-collar
|
married
|
secondary
|
no
| 103 |
yes
|
no
|
cellular
| 12 |
may
| 153 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
admin.
|
single
|
secondary
|
no
| 847 |
yes
|
no
|
cellular
| 11 |
may
| 85 | 2 | -1 | 0 |
unknown
| 0no
|
38 |
unknown
|
single
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 11 |
sep
| 260 | 3 | 95 | 3 |
success
| 1yes
|
32 |
blue-collar
|
married
|
secondary
|
no
| 517 |
yes
|
no
|
unknown
| 5 |
may
| 528 | 1 | -1 | 0 |
unknown
| 0no
|
52 |
technician
|
single
|
tertiary
|
no
| 1,308 |
yes
|
no
|
unknown
| 29 |
may
| 361 | 1 | -1 | 0 |
unknown
| 0no
|
49 |
services
|
married
|
secondary
|
no
| 66 |
yes
|
yes
|
cellular
| 21 |
nov
| 59 | 4 | -1 | 0 |
unknown
| 0no
|
46 |
management
|
divorced
|
secondary
|
no
| 361 |
yes
|
no
|
unknown
| 19 |
may
| 86 | 7 | -1 | 0 |
unknown
| 0no
|
42 |
entrepreneur
|
married
|
primary
|
yes
| 66 |
yes
|
yes
|
cellular
| 6 |
feb
| 139 | 1 | -1 | 0 |
unknown
| 0no
|
36 |
blue-collar
|
married
|
unknown
|
no
| 70 |
yes
|
no
|
unknown
| 8 |
may
| 219 | 4 | -1 | 0 |
unknown
| 0no
|
32 |
services
|
married
|
secondary
|
no
| 180 |
yes
|
no
|
telephone
| 15 |
may
| 45 | 2 | -1 | 0 |
unknown
| 0no
|
49 |
technician
|
married
|
tertiary
|
no
| 279 |
yes
|
no
|
unknown
| 19 |
may
| 168 | 4 | -1 | 0 |
unknown
| 0no
|
46 |
services
|
married
|
secondary
|
no
| 4 |
no
|
no
|
cellular
| 30 |
apr
| 268 | 1 | 261 | 5 |
other
| 1yes
|
40 |
entrepreneur
|
married
|
secondary
|
no
| 1,416 |
yes
|
no
|
unknown
| 14 |
may
| 210 | 2 | -1 | 0 |
unknown
| 0no
|
36 |
admin.
|
married
|
secondary
|
no
| 465 |
yes
|
no
|
unknown
| 20 |
may
| 160 | 1 | -1 | 0 |
unknown
| 0no
|
36 |
admin.
|
married
|
secondary
|
no
| 998 |
yes
|
no
|
unknown
| 14 |
may
| 1,044 | 2 | -1 | 0 |
unknown
| 0no
|
34 |
technician
|
married
|
secondary
|
no
| 550 |
no
|
yes
|
cellular
| 9 |
jul
| 601 | 1 | -1 | 0 |
unknown
| 0no
|
46 |
management
|
married
|
tertiary
|
no
| 1,285 |
yes
|
no
|
unknown
| 27 |
may
| 89 | 1 | -1 | 0 |
unknown
| 0no
|
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