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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
43 |
self-employed
|
married
|
secondary
|
no
| 104 |
no
|
no
|
unknown
| 17 |
jun
| 332 | 1 | -1 | 0 |
unknown
| 0no
|
31 |
management
|
married
|
tertiary
|
no
| 1,750 |
yes
|
no
|
telephone
| 14 |
may
| 90 | 3 | -1 | 0 |
unknown
| 0no
|
56 |
management
|
married
|
primary
|
no
| 772 |
yes
|
no
|
telephone
| 20 |
nov
| 291 | 1 | -1 | 0 |
unknown
| 0no
|
42 |
technician
|
married
|
secondary
|
no
| 1,048 |
yes
|
no
|
telephone
| 6 |
feb
| 23 | 2 | -1 | 0 |
unknown
| 0no
|
52 |
entrepreneur
|
married
|
primary
|
no
| 592 |
no
|
no
|
cellular
| 21 |
jul
| 122 | 2 | -1 | 0 |
unknown
| 0no
|
40 |
technician
|
married
|
secondary
|
no
| 0 |
yes
|
yes
|
cellular
| 26 |
jul
| 105 | 2 | 172 | 1 |
failure
| 0no
|
36 |
services
|
married
|
secondary
|
no
| 3,064 |
yes
|
no
|
telephone
| 11 |
may
| 1,143 | 4 | -1 | 0 |
unknown
| 0no
|
40 |
services
|
married
|
primary
|
no
| 33 |
no
|
no
|
unknown
| 26 |
may
| 70 | 3 | -1 | 0 |
unknown
| 0no
|
46 |
blue-collar
|
married
|
secondary
|
no
| 0 |
yes
|
no
|
cellular
| 8 |
may
| 264 | 2 | -1 | 0 |
unknown
| 0no
|
32 |
admin.
|
single
|
secondary
|
no
| 1,649 |
no
|
no
|
cellular
| 27 |
may
| 204 | 2 | -1 | 0 |
unknown
| 0no
|
31 |
housemaid
|
single
|
tertiary
|
no
| 287 |
yes
|
no
|
cellular
| 19 |
nov
| 182 | 1 | -1 | 0 |
unknown
| 0no
|
41 |
technician
|
divorced
|
secondary
|
no
| 0 |
yes
|
no
|
cellular
| 17 |
nov
| 386 | 2 | -1 | 0 |
unknown
| 0no
|
58 |
housemaid
|
married
|
primary
|
no
| 419 |
no
|
yes
|
unknown
| 5 |
jun
| 295 | 3 | -1 | 0 |
unknown
| 0no
|
36 |
services
|
married
|
secondary
|
no
| 257 |
yes
|
no
|
cellular
| 12 |
may
| 86 | 2 | -1 | 0 |
unknown
| 0no
|
52 |
technician
|
married
|
secondary
|
no
| 118 |
no
|
no
|
cellular
| 28 |
aug
| 16 | 20 | -1 | 0 |
unknown
| 0no
|
42 |
management
|
married
|
tertiary
|
no
| 251 |
no
|
no
|
cellular
| 20 |
aug
| 413 | 2 | -1 | 0 |
unknown
| 0no
|
32 |
management
|
single
|
tertiary
|
no
| 1,731 |
yes
|
yes
|
unknown
| 29 |
may
| 323 | 3 | -1 | 0 |
unknown
| 0no
|
62 |
management
|
married
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 13 |
oct
| 78 | 3 | -1 | 0 |
unknown
| 0no
|
31 |
technician
|
single
|
tertiary
|
no
| 23 |
no
|
no
|
cellular
| 25 |
aug
| 121 | 3 | -1 | 0 |
unknown
| 0no
|
41 |
blue-collar
|
single
|
secondary
|
yes
| -386 |
no
|
yes
|
cellular
| 20 |
nov
| 477 | 1 | -1 | 0 |
unknown
| 1yes
|
34 |
self-employed
|
married
|
tertiary
|
no
| 5,498 |
no
|
no
|
cellular
| 19 |
nov
| 265 | 1 | -1 | 0 |
unknown
| 0no
|
44 |
management
|
single
|
tertiary
|
no
| 5,063 |
no
|
no
|
cellular
| 27 |
oct
| 418 | 2 | -1 | 0 |
unknown
| 1yes
|
42 |
blue-collar
|
married
|
primary
|
no
| 7,041 |
yes
|
no
|
cellular
| 28 |
jul
| 386 | 4 | -1 | 0 |
unknown
| 0no
|
37 |
entrepreneur
|
single
|
secondary
|
no
| 654 |
no
|
no
|
unknown
| 19 |
may
| 594 | 2 | -1 | 0 |
unknown
| 0no
|
47 |
management
|
married
|
tertiary
|
no
| 1,890 |
no
|
no
|
cellular
| 8 |
jul
| 161 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
unemployed
|
married
|
secondary
|
no
| 2,400 |
yes
|
yes
|
cellular
| 5 |
feb
| 450 | 3 | -1 | 0 |
unknown
| 0no
|
46 |
blue-collar
|
married
|
secondary
|
no
| 519 |
yes
|
no
|
cellular
| 25 |
aug
| 217 | 6 | -1 | 0 |
unknown
| 0no
|
39 |
technician
|
single
|
tertiary
|
no
| 1,190 |
no
|
no
|
cellular
| 8 |
aug
| 136 | 1 | -1 | 0 |
unknown
| 0no
|
28 |
services
|
single
|
secondary
|
no
| 229 |
yes
|
no
|
unknown
| 9 |
may
| 322 | 1 | -1 | 0 |
unknown
| 0no
|
26 |
student
|
single
|
secondary
|
no
| 203 |
no
|
no
|
cellular
| 16 |
nov
| 104 | 1 | 196 | 1 |
failure
| 0no
|
52 |
technician
|
married
|
secondary
|
no
| 1,818 |
no
|
yes
|
cellular
| 17 |
nov
| 189 | 2 | 111 | 4 |
failure
| 0no
|
42 |
unemployed
|
married
|
secondary
|
no
| 1,289 |
no
|
no
|
cellular
| 15 |
jul
| 250 | 4 | 415 | 2 |
failure
| 1yes
|
33 |
technician
|
divorced
|
tertiary
|
no
| 39 |
no
|
no
|
cellular
| 19 |
aug
| 123 | 5 | -1 | 0 |
unknown
| 0no
|
73 |
retired
|
married
|
primary
|
no
| 796 |
no
|
no
|
cellular
| 23 |
oct
| 427 | 1 | 182 | 2 |
failure
| 1yes
|
35 |
admin.
|
single
|
secondary
|
no
| 57 |
no
|
yes
|
cellular
| 8 |
jul
| 632 | 2 | -1 | 0 |
unknown
| 0no
|
40 |
management
|
married
|
tertiary
|
no
| 1,548 |
yes
|
no
|
cellular
| 13 |
apr
| 101 | 3 | -1 | 0 |
unknown
| 0no
|
51 |
technician
|
married
|
secondary
|
no
| 117 |
no
|
no
|
cellular
| 24 |
aug
| 467 | 2 | 88 | 4 |
other
| 1yes
|
37 |
admin.
|
single
|
secondary
|
no
| 0 |
yes
|
no
|
cellular
| 16 |
apr
| 640 | 2 | -1 | 0 |
unknown
| 0no
|
39 |
management
|
married
|
tertiary
|
no
| 691 |
yes
|
yes
|
cellular
| 16 |
apr
| 517 | 1 | 255 | 1 |
failure
| 0no
|
28 |
blue-collar
|
married
|
secondary
|
no
| 64 |
yes
|
no
|
unknown
| 13 |
may
| 160 | 3 | -1 | 0 |
unknown
| 0no
|
49 |
technician
|
divorced
|
tertiary
|
no
| 0 |
yes
|
no
|
cellular
| 12 |
jun
| 177 | 3 | -1 | 0 |
unknown
| 0no
|
36 |
admin.
|
married
|
secondary
|
no
| 957 |
yes
|
no
|
unknown
| 21 |
may
| 206 | 1 | -1 | 0 |
unknown
| 0no
|
45 |
technician
|
married
|
secondary
|
no
| 118 |
yes
|
no
|
unknown
| 7 |
may
| 208 | 2 | -1 | 0 |
unknown
| 0no
|
29 |
technician
|
single
|
tertiary
|
no
| 218 |
yes
|
no
|
cellular
| 12 |
apr
| 169 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
management
|
married
|
secondary
|
no
| 724 |
yes
|
no
|
cellular
| 14 |
jul
| 287 | 2 | 415 | 1 |
failure
| 1yes
|
35 |
housemaid
|
married
|
tertiary
|
no
| 20 |
yes
|
yes
|
cellular
| 17 |
jul
| 505 | 3 | -1 | 0 |
unknown
| 0no
|
30 |
blue-collar
|
married
|
secondary
|
no
| -28 |
yes
|
no
|
cellular
| 18 |
may
| 284 | 2 | 371 | 1 |
failure
| 0no
|
46 |
blue-collar
|
married
|
primary
|
no
| 665 |
no
|
no
|
cellular
| 30 |
jan
| 89 | 4 | 235 | 2 |
failure
| 0no
|
25 |
student
|
single
|
tertiary
|
no
| 5 |
no
|
no
|
cellular
| 29 |
sep
| 138 | 1 | -1 | 0 |
unknown
| 0no
|
36 |
management
|
married
|
tertiary
|
no
| 925 |
no
|
no
|
cellular
| 14 |
dec
| 321 | 3 | 189 | 4 |
success
| 1yes
|
42 |
blue-collar
|
married
|
primary
|
no
| 2,519 |
yes
|
no
|
unknown
| 15 |
may
| 262 | 4 | -1 | 0 |
unknown
| 0no
|
57 |
admin.
|
married
|
secondary
|
no
| 3,927 |
no
|
no
|
cellular
| 13 |
oct
| 61 | 1 | -1 | 0 |
unknown
| 0no
|
42 |
management
|
divorced
|
tertiary
|
no
| 401 |
yes
|
no
|
cellular
| 24 |
jul
| 217 | 9 | -1 | 0 |
unknown
| 0no
|
29 |
management
|
married
|
tertiary
|
no
| 581 |
yes
|
yes
|
cellular
| 14 |
jul
| 192 | 2 | -1 | 0 |
unknown
| 0no
|
36 |
technician
|
married
|
tertiary
|
no
| 1,327 |
no
|
no
|
cellular
| 29 |
oct
| 174 | 2 | -1 | 0 |
unknown
| 0no
|
31 |
unemployed
|
married
|
secondary
|
no
| 3,242 |
no
|
no
|
unknown
| 25 |
jun
| 292 | 2 | -1 | 0 |
unknown
| 0no
|
59 |
technician
|
married
|
primary
|
no
| 3,163 |
yes
|
no
|
unknown
| 29 |
may
| 240 | 2 | -1 | 0 |
unknown
| 0no
|
50 |
unemployed
|
divorced
|
secondary
|
no
| 32 |
no
|
no
|
cellular
| 4 |
aug
| 282 | 2 | -1 | 0 |
unknown
| 0no
|
47 |
admin.
|
married
|
secondary
|
no
| 310 |
yes
|
yes
|
telephone
| 14 |
aug
| 128 | 6 | -1 | 0 |
unknown
| 0no
|
46 |
housemaid
|
married
|
primary
|
no
| 0 |
no
|
no
|
telephone
| 2 |
feb
| 161 | 1 | -1 | 0 |
unknown
| 0no
|
26 |
blue-collar
|
single
|
primary
|
no
| 155 |
yes
|
no
|
cellular
| 29 |
jan
| 291 | 1 | 244 | 4 |
failure
| 0no
|
31 |
services
|
single
|
secondary
|
no
| 11,386 |
yes
|
no
|
cellular
| 20 |
nov
| 356 | 1 | -1 | 0 |
unknown
| 0no
|
30 |
services
|
married
|
tertiary
|
no
| 1,380 |
yes
|
no
|
unknown
| 21 |
may
| 294 | 2 | -1 | 0 |
unknown
| 0no
|
47 |
blue-collar
|
single
|
unknown
|
no
| 2,443 |
no
|
no
|
unknown
| 18 |
jun
| 422 | 1 | -1 | 0 |
unknown
| 0no
|
23 |
technician
|
single
|
tertiary
|
no
| 1,129 |
yes
|
no
|
unknown
| 28 |
may
| 806 | 1 | -1 | 0 |
unknown
| 1yes
|
44 |
unemployed
|
single
|
primary
|
no
| 4,232 |
no
|
no
|
unknown
| 16 |
jun
| 227 | 1 | -1 | 0 |
unknown
| 0no
|
42 |
self-employed
|
married
|
secondary
|
no
| 5,564 |
no
|
no
|
cellular
| 17 |
nov
| 560 | 2 | -1 | 0 |
unknown
| 0no
|
32 |
services
|
single
|
secondary
|
no
| -402 |
yes
|
no
|
cellular
| 17 |
apr
| 135 | 1 | -1 | 0 |
unknown
| 0no
|
28 |
admin.
|
single
|
secondary
|
no
| 1,323 |
yes
|
no
|
unknown
| 3 |
jun
| 361 | 1 | -1 | 0 |
unknown
| 0no
|
57 |
retired
|
married
|
primary
|
no
| 1,623 |
yes
|
yes
|
cellular
| 18 |
jul
| 246 | 1 | -1 | 0 |
unknown
| 0no
|
38 |
technician
|
married
|
tertiary
|
no
| 1,042 |
yes
|
no
|
cellular
| 4 |
feb
| 419 | 2 | -1 | 0 |
unknown
| 0no
|
22 |
student
|
single
|
secondary
|
no
| 2,488 |
no
|
no
|
cellular
| 8 |
nov
| 449 | 2 | 38 | 10 |
other
| 1yes
|
54 |
admin.
|
married
|
secondary
|
no
| 865 |
yes
|
no
|
cellular
| 17 |
nov
| 71 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
technician
|
married
|
tertiary
|
no
| -1,053 |
yes
|
no
|
cellular
| 21 |
jul
| 357 | 3 | -1 | 0 |
unknown
| 0no
|
32 |
management
|
married
|
tertiary
|
no
| 1,667 |
yes
|
no
|
cellular
| 18 |
nov
| 164 | 2 | 179 | 3 |
failure
| 0no
|
59 |
admin.
|
divorced
|
secondary
|
no
| 975 |
yes
|
no
|
unknown
| 15 |
may
| 263 | 4 | -1 | 0 |
unknown
| 0no
|
45 |
technician
|
married
|
secondary
|
no
| 2,571 |
no
|
no
|
unknown
| 18 |
jun
| 146 | 2 | -1 | 0 |
unknown
| 0no
|
53 |
unknown
|
married
|
primary
|
no
| 732 |
no
|
no
|
cellular
| 27 |
oct
| 759 | 2 | -1 | 0 |
unknown
| 1yes
|
50 |
admin.
|
divorced
|
secondary
|
no
| 769 |
no
|
no
|
cellular
| 28 |
jul
| 72 | 2 | 363 | 4 |
failure
| 0no
|
34 |
technician
|
married
|
secondary
|
no
| -136 |
yes
|
yes
|
cellular
| 12 |
aug
| 131 | 2 | -1 | 0 |
unknown
| 0no
|
35 |
admin.
|
divorced
|
secondary
|
no
| 3,636 |
no
|
yes
|
cellular
| 21 |
nov
| 808 | 2 | -1 | 0 |
unknown
| 1yes
|
30 |
management
|
married
|
tertiary
|
no
| 931 |
no
|
no
|
cellular
| 17 |
jul
| 1,183 | 1 | -1 | 0 |
unknown
| 0no
|
62 |
housemaid
|
married
|
secondary
|
no
| 565 |
no
|
no
|
cellular
| 4 |
sep
| 123 | 3 | -1 | 0 |
unknown
| 0no
|
40 |
blue-collar
|
married
|
secondary
|
no
| 271 |
yes
|
no
|
unknown
| 29 |
may
| 483 | 2 | -1 | 0 |
unknown
| 0no
|
26 |
self-employed
|
single
|
tertiary
|
no
| 1,153 |
no
|
no
|
cellular
| 4 |
may
| 238 | 3 | -1 | 0 |
unknown
| 0no
|
34 |
management
|
married
|
tertiary
|
no
| -73 |
yes
|
no
|
cellular
| 11 |
jul
| 90 | 1 | -1 | 0 |
unknown
| 0no
|
50 |
unknown
|
married
|
unknown
|
no
| 558 |
no
|
no
|
cellular
| 9 |
jul
| 464 | 1 | 683 | 6 |
failure
| 1yes
|
31 |
unknown
|
divorced
|
tertiary
|
no
| 137 |
no
|
no
|
cellular
| 22 |
aug
| 385 | 9 | -1 | 0 |
unknown
| 0no
|
35 |
technician
|
married
|
secondary
|
no
| 700 |
yes
|
no
|
unknown
| 23 |
may
| 240 | 2 | -1 | 0 |
unknown
| 0no
|
55 |
retired
|
married
|
primary
|
no
| -966 |
no
|
yes
|
cellular
| 14 |
may
| 104 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
admin.
|
married
|
secondary
|
no
| 96 |
no
|
no
|
cellular
| 29 |
aug
| 109 | 2 | -1 | 0 |
unknown
| 0no
|
58 |
retired
|
married
|
primary
|
no
| 4,007 |
no
|
no
|
cellular
| 30 |
nov
| 598 | 4 | -1 | 0 |
unknown
| 0no
|
50 |
management
|
single
|
tertiary
|
no
| 567 |
yes
|
no
|
unknown
| 16 |
may
| 274 | 8 | -1 | 0 |
unknown
| 0no
|
31 |
technician
|
single
|
secondary
|
no
| 40 |
no
|
no
|
cellular
| 7 |
aug
| 123 | 2 | -1 | 0 |
unknown
| 0no
|
47 |
admin.
|
divorced
|
secondary
|
no
| 136 |
no
|
yes
|
cellular
| 23 |
jul
| 70 | 1 | -1 | 0 |
unknown
| 0no
|
38 |
self-employed
|
single
|
tertiary
|
no
| 917 |
yes
|
no
|
unknown
| 23 |
may
| 260 | 1 | -1 | 0 |
unknown
| 0no
|
46 |
management
|
single
|
tertiary
|
no
| 593 |
yes
|
no
|
cellular
| 29 |
jan
| 190 | 3 | -1 | 0 |
unknown
| 0no
|
42 |
blue-collar
|
married
|
primary
|
no
| 505 |
yes
|
no
|
unknown
| 14 |
may
| 521 | 2 | -1 | 0 |
unknown
| 0no
|
34 |
blue-collar
|
married
|
secondary
|
no
| 2,542 |
yes
|
no
|
cellular
| 14 |
may
| 228 | 1 | -1 | 0 |
unknown
| 0no
|
37 |
management
|
married
|
tertiary
|
no
| 5,355 |
no
|
no
|
telephone
| 17 |
feb
| 466 | 4 | -1 | 0 |
unknown
| 1yes
|
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