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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
50 |
technician
|
married
|
secondary
|
no
| 0 |
no
|
no
|
cellular
| 7 |
jul
| 152 | 2 | -1 | 0 |
unknown
| 0no
|
39 |
blue-collar
|
married
|
secondary
|
no
| 293 |
yes
|
no
|
unknown
| 23 |
may
| 160 | 3 | -1 | 0 |
unknown
| 0no
|
36 |
technician
|
married
|
secondary
|
no
| 474 |
yes
|
no
|
unknown
| 27 |
may
| 59 | 1 | -1 | 0 |
unknown
| 0no
|
44 |
blue-collar
|
married
|
secondary
|
no
| 16,178 |
yes
|
no
|
cellular
| 21 |
nov
| 297 | 1 | -1 | 0 |
unknown
| 0no
|
36 |
technician
|
married
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 22 |
aug
| 147 | 2 | -1 | 0 |
unknown
| 0no
|
27 |
management
|
single
|
tertiary
|
no
| 88 |
no
|
no
|
cellular
| 4 |
may
| 143 | 1 | -1 | 0 |
unknown
| 0no
|
29 |
services
|
married
|
secondary
|
no
| 308 |
yes
|
no
|
unknown
| 28 |
may
| 75 | 1 | -1 | 0 |
unknown
| 0no
|
70 |
retired
|
married
|
secondary
|
no
| 1,164 |
no
|
no
|
telephone
| 14 |
may
| 338 | 3 | 185 | 2 |
failure
| 0no
|
44 |
management
|
married
|
tertiary
|
no
| 13,893 |
no
|
no
|
unknown
| 11 |
jun
| 29 | 2 | -1 | 0 |
unknown
| 0no
|
55 |
management
|
married
|
tertiary
|
no
| 0 |
yes
|
no
|
unknown
| 14 |
may
| 159 | 2 | -1 | 0 |
unknown
| 0no
|
36 |
technician
|
divorced
|
secondary
|
no
| -435 |
yes
|
no
|
unknown
| 2 |
jun
| 85 | 8 | -1 | 0 |
unknown
| 0no
|
28 |
technician
|
single
|
secondary
|
no
| 389 |
yes
|
no
|
cellular
| 11 |
may
| 15 | 7 | -1 | 0 |
unknown
| 0no
|
50 |
management
|
divorced
|
tertiary
|
no
| 356 |
no
|
no
|
cellular
| 8 |
may
| 198 | 2 | 358 | 5 |
other
| 0no
|
49 |
technician
|
married
|
secondary
|
no
| 2,718 |
no
|
no
|
unknown
| 19 |
may
| 114 | 2 | -1 | 0 |
unknown
| 0no
|
71 |
retired
|
divorced
|
tertiary
|
no
| 261 |
no
|
no
|
cellular
| 12 |
aug
| 1,117 | 2 | -1 | 0 |
unknown
| 0no
|
31 |
admin.
|
single
|
secondary
|
no
| 757 |
no
|
no
|
cellular
| 3 |
feb
| 343 | 2 | -1 | 0 |
unknown
| 0no
|
45 |
management
|
single
|
tertiary
|
no
| 16 |
no
|
no
|
cellular
| 31 |
jul
| 59 | 2 | -1 | 0 |
unknown
| 0no
|
42 |
blue-collar
|
married
|
secondary
|
no
| -422 |
no
|
no
|
cellular
| 9 |
jul
| 31 | 1 | -1 | 0 |
unknown
| 0no
|
45 |
admin.
|
married
|
secondary
|
no
| 248 |
no
|
no
|
cellular
| 16 |
jul
| 212 | 2 | -1 | 0 |
unknown
| 0no
|
47 |
technician
|
married
|
primary
|
no
| 145 |
yes
|
no
|
unknown
| 7 |
may
| 157 | 6 | -1 | 0 |
unknown
| 0no
|
60 |
retired
|
divorced
|
secondary
|
no
| 598 |
no
|
yes
|
cellular
| 8 |
jul
| 96 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
management
|
married
|
tertiary
|
no
| 949 |
yes
|
no
|
unknown
| 27 |
may
| 245 | 2 | -1 | 0 |
unknown
| 0no
|
31 |
technician
|
single
|
tertiary
|
no
| 614 |
no
|
no
|
cellular
| 11 |
aug
| 72 | 4 | -1 | 0 |
unknown
| 0no
|
33 |
blue-collar
|
married
|
primary
|
no
| 1,209 |
yes
|
no
|
cellular
| 16 |
apr
| 700 | 1 | -1 | 0 |
unknown
| 0no
|
50 |
self-employed
|
married
|
tertiary
|
no
| 202 |
yes
|
no
|
cellular
| 15 |
apr
| 107 | 1 | 148 | 4 |
failure
| 0no
|
51 |
blue-collar
|
married
|
secondary
|
no
| 1,840 |
yes
|
no
|
cellular
| 18 |
aug
| 312 | 3 | -1 | 0 |
unknown
| 0no
|
34 |
technician
|
married
|
secondary
|
no
| 114 |
yes
|
yes
|
cellular
| 4 |
jun
| 153 | 1 | 309 | 3 |
other
| 0no
|
56 |
services
|
married
|
secondary
|
no
| -229 |
no
|
yes
|
cellular
| 23 |
jul
| 55 | 10 | -1 | 0 |
unknown
| 0no
|
29 |
services
|
married
|
secondary
|
no
| 182 |
yes
|
no
|
telephone
| 13 |
may
| 38 | 3 | -1 | 0 |
unknown
| 0no
|
31 |
blue-collar
|
married
|
secondary
|
no
| 401 |
no
|
no
|
cellular
| 14 |
aug
| 96 | 3 | -1 | 0 |
unknown
| 0no
|
44 |
technician
|
divorced
|
unknown
|
no
| 759 |
yes
|
no
|
unknown
| 23 |
may
| 397 | 1 | -1 | 0 |
unknown
| 0no
|
55 |
retired
|
married
|
secondary
|
no
| 4,194 |
no
|
yes
|
telephone
| 30 |
jul
| 208 | 3 | -1 | 0 |
unknown
| 0no
|
35 |
student
|
single
|
unknown
|
no
| 0 |
no
|
no
|
telephone
| 28 |
jan
| 122 | 3 | -1 | 0 |
unknown
| 0no
|
36 |
technician
|
married
|
tertiary
|
no
| 629 |
yes
|
yes
|
cellular
| 29 |
dec
| 109 | 1 | 246 | 1 |
failure
| 0no
|
54 |
retired
|
married
|
secondary
|
no
| 153 |
yes
|
yes
|
unknown
| 26 |
may
| 74 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
management
|
married
|
tertiary
|
no
| 553 |
yes
|
no
|
cellular
| 22 |
jul
| 72 | 1 | -1 | 0 |
unknown
| 0no
|
36 |
management
|
divorced
|
tertiary
|
no
| 1,057 |
no
|
no
|
cellular
| 5 |
feb
| 383 | 2 | -1 | 0 |
unknown
| 0no
|
60 |
retired
|
married
|
secondary
|
no
| 78 |
yes
|
no
|
unknown
| 12 |
may
| 113 | 3 | -1 | 0 |
unknown
| 0no
|
32 |
technician
|
single
|
secondary
|
no
| -28 |
no
|
yes
|
unknown
| 4 |
jul
| 400 | 1 | -1 | 0 |
unknown
| 0no
|
57 |
management
|
married
|
tertiary
|
no
| 929 |
no
|
no
|
cellular
| 19 |
aug
| 387 | 8 | -1 | 0 |
unknown
| 0no
|
34 |
blue-collar
|
married
|
primary
|
no
| 428 |
yes
|
no
|
cellular
| 18 |
may
| 59 | 2 | -1 | 0 |
unknown
| 0no
|
27 |
student
|
single
|
secondary
|
no
| 268 |
yes
|
no
|
cellular
| 13 |
may
| 528 | 1 | 358 | 2 |
failure
| 0no
|
52 |
management
|
single
|
tertiary
|
no
| 83 |
no
|
no
|
cellular
| 26 |
aug
| 1,223 | 6 | -1 | 0 |
unknown
| 1yes
|
45 |
admin.
|
divorced
|
unknown
|
no
| 998 |
yes
|
no
|
telephone
| 30 |
jul
| 38 | 2 | -1 | 0 |
unknown
| 0no
|
58 |
admin.
|
single
|
secondary
|
no
| 2,223 |
no
|
no
|
cellular
| 4 |
dec
| 1,139 | 2 | 114 | 1 |
success
| 0no
|
39 |
blue-collar
|
single
|
primary
|
no
| 6 |
yes
|
no
|
cellular
| 19 |
nov
| 286 | 2 | -1 | 0 |
unknown
| 0no
|
48 |
blue-collar
|
single
|
secondary
|
no
| 312 |
yes
|
yes
|
cellular
| 3 |
feb
| 369 | 2 | -1 | 0 |
unknown
| 0no
|
36 |
management
|
single
|
secondary
|
no
| 0 |
no
|
no
|
cellular
| 13 |
aug
| 333 | 5 | -1 | 0 |
unknown
| 0no
|
31 |
technician
|
single
|
secondary
|
no
| 691 |
yes
|
no
|
cellular
| 8 |
may
| 198 | 1 | -1 | 0 |
unknown
| 0no
|
41 |
management
|
married
|
tertiary
|
no
| 771 |
yes
|
no
|
cellular
| 26 |
aug
| 106 | 8 | -1 | 0 |
unknown
| 0no
|
30 |
self-employed
|
single
|
secondary
|
no
| 192 |
no
|
no
|
cellular
| 22 |
jul
| 423 | 1 | -1 | 0 |
unknown
| 0no
|
57 |
retired
|
married
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 12 |
aug
| 116 | 4 | -1 | 0 |
unknown
| 0no
|
29 |
admin.
|
single
|
secondary
|
no
| 1,070 |
yes
|
no
|
unknown
| 19 |
may
| 30 | 1 | 357 | 1 |
other
| 1yes
|
29 |
services
|
divorced
|
secondary
|
no
| 84 |
yes
|
no
|
cellular
| 13 |
apr
| 1,101 | 2 | -1 | 0 |
unknown
| 1yes
|
30 |
management
|
single
|
tertiary
|
no
| 2 |
no
|
no
|
cellular
| 16 |
jun
| 102 | 1 | 85 | 1 |
failure
| 0no
|
44 |
management
|
married
|
tertiary
|
no
| 1,242 |
yes
|
no
|
cellular
| 6 |
aug
| 384 | 6 | -1 | 0 |
unknown
| 0no
|
33 |
student
|
single
|
unknown
|
no
| 5,969 |
no
|
no
|
cellular
| 4 |
sep
| 156 | 2 | 127 | 8 |
failure
| 0no
|
56 |
admin.
|
divorced
|
secondary
|
no
| 3,337 |
yes
|
no
|
telephone
| 17 |
nov
| 99 | 3 | -1 | 0 |
unknown
| 0no
|
26 |
services
|
single
|
secondary
|
no
| 1,347 |
no
|
no
|
telephone
| 18 |
jun
| 280 | 6 | 92 | 5 |
other
| 1yes
|
52 |
technician
|
married
|
secondary
|
no
| 64 |
no
|
no
|
telephone
| 29 |
aug
| 20 | 2 | -1 | 0 |
unknown
| 0no
|
32 |
management
|
single
|
secondary
|
no
| 249 |
yes
|
no
|
unknown
| 2 |
jun
| 258 | 1 | -1 | 0 |
unknown
| 0no
|
36 |
technician
|
single
|
secondary
|
no
| 0 |
no
|
no
|
cellular
| 29 |
aug
| 85 | 6 | -1 | 0 |
unknown
| 0no
|
26 |
blue-collar
|
married
|
secondary
|
no
| 128 |
no
|
no
|
unknown
| 4 |
jul
| 355 | 1 | -1 | 0 |
unknown
| 0no
|
37 |
blue-collar
|
married
|
secondary
|
no
| 196 |
yes
|
no
|
unknown
| 5 |
jun
| 66 | 3 | -1 | 0 |
unknown
| 0no
|
34 |
technician
|
married
|
secondary
|
no
| 351 |
yes
|
no
|
cellular
| 18 |
jul
| 467 | 1 | -1 | 0 |
unknown
| 0no
|
26 |
services
|
single
|
secondary
|
no
| 5,533 |
yes
|
no
|
cellular
| 7 |
may
| 582 | 2 | 283 | 4 |
failure
| 0no
|
32 |
services
|
married
|
secondary
|
no
| 38 |
yes
|
no
|
cellular
| 15 |
may
| 744 | 1 | -1 | 0 |
unknown
| 1yes
|
30 |
management
|
single
|
tertiary
|
yes
| 35 |
no
|
no
|
cellular
| 30 |
jul
| 185 | 4 | -1 | 0 |
unknown
| 0no
|
27 |
technician
|
single
|
secondary
|
no
| 235 |
yes
|
no
|
cellular
| 12 |
may
| 13 | 5 | -1 | 0 |
unknown
| 0no
|
42 |
admin.
|
single
|
secondary
|
no
| 30 |
yes
|
no
|
cellular
| 4 |
feb
| 98 | 1 | 266 | 3 |
failure
| 0no
|
33 |
blue-collar
|
single
|
primary
|
no
| 92 |
yes
|
no
|
unknown
| 9 |
may
| 127 | 1 | -1 | 0 |
unknown
| 0no
|
37 |
blue-collar
|
married
|
secondary
|
no
| 67 |
no
|
no
|
unknown
| 3 |
jun
| 45 | 2 | -1 | 0 |
unknown
| 0no
|
45 |
blue-collar
|
married
|
secondary
|
no
| 4,022 |
yes
|
no
|
cellular
| 29 |
jan
| 244 | 3 | -1 | 0 |
unknown
| 0no
|
36 |
entrepreneur
|
married
|
tertiary
|
no
| 3,057 |
no
|
no
|
unknown
| 16 |
jun
| 2,769 | 4 | -1 | 0 |
unknown
| 1yes
|
39 |
management
|
single
|
tertiary
|
no
| 0 |
yes
|
no
|
cellular
| 12 |
may
| 561 | 4 | 369 | 3 |
failure
| 0no
|
33 |
management
|
single
|
tertiary
|
no
| 349 |
no
|
no
|
cellular
| 22 |
aug
| 182 | 1 | -1 | 0 |
unknown
| 0no
|
47 |
services
|
married
|
secondary
|
no
| 2,322 |
no
|
no
|
cellular
| 22 |
aug
| 618 | 1 | -1 | 0 |
unknown
| 0no
|
49 |
entrepreneur
|
married
|
secondary
|
no
| 167 |
yes
|
yes
|
unknown
| 6 |
may
| 198 | 3 | -1 | 0 |
unknown
| 0no
|
46 |
management
|
divorced
|
secondary
|
no
| 558 |
no
|
no
|
cellular
| 19 |
aug
| 126 | 6 | -1 | 0 |
unknown
| 0no
|
31 |
services
|
married
|
secondary
|
no
| -230 |
yes
|
yes
|
cellular
| 16 |
jul
| 715 | 1 | -1 | 0 |
unknown
| 0no
|
43 |
unemployed
|
divorced
|
secondary
|
no
| 4,094 |
yes
|
no
|
cellular
| 21 |
nov
| 63 | 1 | -1 | 0 |
unknown
| 0no
|
30 |
blue-collar
|
single
|
secondary
|
yes
| 239 |
yes
|
no
|
unknown
| 21 |
may
| 412 | 1 | -1 | 0 |
unknown
| 1yes
|
43 |
management
|
divorced
|
tertiary
|
no
| 497 |
no
|
no
|
cellular
| 13 |
may
| 66 | 1 | 363 | 22 |
failure
| 0no
|
42 |
blue-collar
|
married
|
secondary
|
no
| 179 |
yes
|
no
|
cellular
| 17 |
nov
| 96 | 1 | -1 | 0 |
unknown
| 0no
|
30 |
admin.
|
single
|
tertiary
|
no
| 305 |
no
|
no
|
cellular
| 30 |
apr
| 633 | 1 | 85 | 2 |
success
| 1yes
|
33 |
management
|
single
|
tertiary
|
no
| -67 |
yes
|
no
|
unknown
| 5 |
may
| 364 | 1 | -1 | 0 |
unknown
| 0no
|
41 |
admin.
|
married
|
secondary
|
no
| 4,539 |
no
|
no
|
unknown
| 30 |
may
| 298 | 3 | -1 | 0 |
unknown
| 0no
|
29 |
blue-collar
|
single
|
secondary
|
no
| 770 |
yes
|
no
|
cellular
| 17 |
apr
| 341 | 1 | -1 | 0 |
unknown
| 0no
|
38 |
unemployed
|
married
|
secondary
|
no
| -673 |
yes
|
no
|
unknown
| 26 |
may
| 364 | 1 | -1 | 0 |
unknown
| 0no
|
29 |
technician
|
married
|
tertiary
|
no
| 858 |
yes
|
no
|
cellular
| 12 |
jun
| 234 | 7 | 330 | 1 |
failure
| 0no
|
80 |
housemaid
|
married
|
primary
|
no
| 0 |
no
|
no
|
cellular
| 23 |
feb
| 639 | 1 | 189 | 1 |
failure
| 1yes
|
38 |
management
|
single
|
tertiary
|
no
| 5,244 |
no
|
no
|
cellular
| 8 |
aug
| 310 | 4 | -1 | 0 |
unknown
| 0no
|
36 |
blue-collar
|
divorced
|
primary
|
no
| 117 |
yes
|
no
|
unknown
| 2 |
jun
| 123 | 4 | -1 | 0 |
unknown
| 0no
|
38 |
self-employed
|
married
|
tertiary
|
no
| 846 |
no
|
no
|
cellular
| 2 |
jun
| 253 | 1 | -1 | 0 |
unknown
| 0no
|
44 |
management
|
married
|
secondary
|
yes
| 0 |
yes
|
no
|
cellular
| 11 |
jul
| 96 | 2 | -1 | 0 |
unknown
| 0no
|
31 |
management
|
married
|
tertiary
|
no
| 1,331 |
no
|
no
|
cellular
| 30 |
apr
| 297 | 1 | 86 | 3 |
success
| 1yes
|
31 |
services
|
single
|
secondary
|
no
| 31 |
yes
|
yes
|
unknown
| 26 |
may
| 501 | 2 | -1 | 0 |
unknown
| 0no
|
57 |
admin.
|
divorced
|
primary
|
no
| 179 |
yes
|
no
|
cellular
| 15 |
may
| 67 | 1 | 368 | 2 |
failure
| 0no
|
37 |
blue-collar
|
married
|
primary
|
no
| 543 |
yes
|
no
|
unknown
| 21 |
may
| 281 | 1 | -1 | 0 |
unknown
| 0no
|
50 |
blue-collar
|
married
|
secondary
|
no
| 253 |
yes
|
yes
|
cellular
| 5 |
may
| 475 | 2 | -1 | 0 |
unknown
| 0no
|
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