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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
70 |
retired
|
divorced
|
primary
|
no
| 4,531 |
no
|
no
|
cellular
| 18 |
may
| 445 | 1 | -1 | 0 |
unknown
| 0no
|
65 |
retired
|
divorced
|
primary
|
no
| 1,840 |
no
|
no
|
cellular
| 1 |
jun
| 383 | 2 | 188 | 5 |
failure
| 0no
|
56 |
blue-collar
|
married
|
secondary
|
no
| 345 |
yes
|
no
|
telephone
| 22 |
jul
| 605 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
blue-collar
|
married
|
secondary
|
no
| 1,287 |
yes
|
no
|
cellular
| 14 |
jul
| 330 | 2 | -1 | 0 |
unknown
| 0no
|
56 |
management
|
married
|
unknown
|
no
| 353 |
no
|
yes
|
cellular
| 25 |
jul
| 171 | 2 | -1 | 0 |
unknown
| 0no
|
56 |
technician
|
married
|
secondary
|
no
| 205 |
no
|
yes
|
cellular
| 23 |
jul
| 442 | 2 | -1 | 0 |
unknown
| 0no
|
49 |
entrepreneur
|
married
|
secondary
|
no
| 687 |
yes
|
no
|
cellular
| 17 |
apr
| 772 | 1 | -1 | 0 |
unknown
| 1yes
|
38 |
unemployed
|
married
|
primary
|
no
| 1,147 |
yes
|
yes
|
unknown
| 8 |
may
| 249 | 5 | -1 | 0 |
unknown
| 0no
|
35 |
management
|
married
|
tertiary
|
no
| 4,286 |
yes
|
no
|
unknown
| 9 |
may
| 357 | 1 | -1 | 0 |
unknown
| 0no
|
38 |
admin.
|
married
|
tertiary
|
no
| 605 |
no
|
no
|
cellular
| 18 |
nov
| 147 | 2 | -1 | 0 |
unknown
| 0no
|
49 |
blue-collar
|
married
|
secondary
|
no
| 8,545 |
yes
|
yes
|
cellular
| 6 |
may
| 199 | 7 | 167 | 1 |
failure
| 0no
|
55 |
management
|
married
|
unknown
|
no
| 559 |
no
|
no
|
cellular
| 28 |
jan
| 271 | 2 | -1 | 0 |
unknown
| 0no
|
43 |
blue-collar
|
single
|
primary
|
no
| 2 |
yes
|
no
|
cellular
| 30 |
jul
| 783 | 3 | -1 | 0 |
unknown
| 0no
|
43 |
management
|
married
|
tertiary
|
no
| 2 |
no
|
yes
|
cellular
| 20 |
aug
| 472 | 2 | -1 | 0 |
unknown
| 0no
|
25 |
admin.
|
single
|
tertiary
|
no
| 760 |
yes
|
no
|
cellular
| 27 |
may
| 223 | 3 | 89 | 2 |
failure
| 1yes
|
30 |
blue-collar
|
married
|
primary
|
no
| 1,317 |
yes
|
no
|
unknown
| 21 |
may
| 395 | 2 | -1 | 0 |
unknown
| 0no
|
46 |
blue-collar
|
married
|
secondary
|
no
| 182 |
no
|
no
|
cellular
| 4 |
feb
| 56 | 1 | -1 | 0 |
unknown
| 0no
|
50 |
admin.
|
married
|
primary
|
no
| 276 |
no
|
yes
|
unknown
| 17 |
jun
| 641 | 6 | -1 | 0 |
unknown
| 0no
|
35 |
entrepreneur
|
married
|
secondary
|
no
| 2,971 |
no
|
no
|
cellular
| 4 |
may
| 429 | 4 | 164 | 2 |
failure
| 1yes
|
26 |
unemployed
|
single
|
secondary
|
no
| 1,064 |
no
|
no
|
unknown
| 31 |
may
| 113 | 1 | -1 | 0 |
unknown
| 0no
|
45 |
admin.
|
married
|
unknown
|
no
| 1,783 |
no
|
no
|
unknown
| 20 |
jun
| 11 | 11 | -1 | 0 |
unknown
| 0no
|
37 |
blue-collar
|
married
|
secondary
|
no
| -67 |
no
|
no
|
cellular
| 2 |
feb
| 157 | 1 | -1 | 0 |
unknown
| 0no
|
60 |
self-employed
|
single
|
tertiary
|
no
| 179 |
no
|
yes
|
cellular
| 29 |
jul
| 79 | 4 | -1 | 0 |
unknown
| 0no
|
38 |
management
|
married
|
tertiary
|
no
| 1,199 |
no
|
no
|
cellular
| 4 |
aug
| 178 | 1 | 1 | 1 |
success
| 1yes
|
47 |
blue-collar
|
married
|
primary
|
no
| 214 |
yes
|
yes
|
unknown
| 9 |
jun
| 168 | 1 | -1 | 0 |
unknown
| 0no
|
33 |
technician
|
married
|
secondary
|
no
| 6,699 |
no
|
no
|
cellular
| 9 |
nov
| 425 | 1 | 462 | 1 |
failure
| 0no
|
51 |
unemployed
|
married
|
secondary
|
no
| 1,760 |
no
|
yes
|
cellular
| 19 |
nov
| 162 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
entrepreneur
|
single
|
tertiary
|
no
| 145 |
yes
|
no
|
cellular
| 18 |
jul
| 799 | 2 | -1 | 0 |
unknown
| 1yes
|
35 |
unemployed
|
married
|
secondary
|
no
| 978 |
no
|
no
|
cellular
| 29 |
dec
| 1,370 | 3 | 209 | 3 |
success
| 1yes
|
48 |
admin.
|
single
|
secondary
|
no
| 1,150 |
yes
|
no
|
unknown
| 28 |
may
| 357 | 1 | -1 | 0 |
unknown
| 0no
|
37 |
admin.
|
married
|
secondary
|
no
| 121 |
no
|
no
|
cellular
| 22 |
jul
| 22 | 6 | -1 | 0 |
unknown
| 0no
|
29 |
technician
|
single
|
tertiary
|
no
| 828 |
yes
|
no
|
cellular
| 16 |
apr
| 215 | 3 | 321 | 3 |
other
| 0no
|
34 |
admin.
|
married
|
secondary
|
no
| 244 |
yes
|
no
|
cellular
| 31 |
jul
| 56 | 4 | -1 | 0 |
unknown
| 0no
|
32 |
services
|
married
|
primary
|
no
| 228 |
yes
|
no
|
cellular
| 21 |
jul
| 1,017 | 6 | -1 | 0 |
unknown
| 1yes
|
30 |
management
|
single
|
tertiary
|
no
| 424 |
no
|
no
|
cellular
| 16 |
apr
| 298 | 4 | -1 | 0 |
unknown
| 1yes
|
47 |
management
|
divorced
|
tertiary
|
no
| 447 |
no
|
yes
|
unknown
| 7 |
may
| 126 | 1 | -1 | 0 |
unknown
| 0no
|
33 |
blue-collar
|
married
|
primary
|
no
| -195 |
no
|
no
|
unknown
| 20 |
sep
| 9 | 1 | -1 | 0 |
unknown
| 0no
|
33 |
management
|
single
|
tertiary
|
no
| 1,410 |
yes
|
no
|
cellular
| 5 |
feb
| 8 | 1 | 254 | 5 |
failure
| 0no
|
63 |
retired
|
married
|
primary
|
no
| 1,084 |
no
|
no
|
cellular
| 14 |
oct
| 201 | 1 | 183 | 1 |
success
| 0no
|
51 |
self-employed
|
divorced
|
primary
|
no
| 10,924 |
no
|
no
|
cellular
| 6 |
may
| 106 | 2 | -1 | 0 |
unknown
| 0no
|
41 |
management
|
married
|
tertiary
|
no
| 832 |
yes
|
yes
|
cellular
| 21 |
nov
| 164 | 1 | 176 | 1 |
failure
| 0no
|
56 |
retired
|
married
|
tertiary
|
no
| 478 |
no
|
no
|
cellular
| 5 |
feb
| 97 | 1 | -1 | 0 |
unknown
| 0no
|
60 |
management
|
single
|
tertiary
|
no
| 0 |
no
|
yes
|
cellular
| 23 |
jul
| 151 | 1 | -1 | 0 |
unknown
| 0no
|
41 |
self-employed
|
single
|
tertiary
|
no
| 3,950 |
yes
|
no
|
unknown
| 30 |
may
| 96 | 2 | -1 | 0 |
unknown
| 0no
|
37 |
management
|
single
|
unknown
|
no
| 504 |
yes
|
no
|
cellular
| 16 |
apr
| 555 | 1 | -1 | 0 |
unknown
| 0no
|
36 |
blue-collar
|
single
|
secondary
|
no
| 219 |
yes
|
yes
|
cellular
| 11 |
may
| 270 | 2 | 347 | 1 |
failure
| 0no
|
57 |
management
|
married
|
tertiary
|
no
| 1,602 |
no
|
no
|
cellular
| 29 |
jul
| 339 | 3 | -1 | 0 |
unknown
| 0no
|
55 |
management
|
married
|
primary
|
no
| 2,587 |
no
|
no
|
cellular
| 4 |
sep
| 328 | 2 | 94 | 2 |
success
| 1yes
|
44 |
admin.
|
married
|
secondary
|
no
| 0 |
yes
|
yes
|
unknown
| 16 |
may
| 159 | 1 | -1 | 0 |
unknown
| 0no
|
47 |
self-employed
|
married
|
tertiary
|
no
| 2,303 |
yes
|
no
|
cellular
| 6 |
may
| 323 | 2 | 364 | 1 |
failure
| 0no
|
31 |
blue-collar
|
married
|
secondary
|
no
| 1,660 |
yes
|
no
|
cellular
| 20 |
apr
| 342 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
management
|
married
|
tertiary
|
yes
| 32 |
yes
|
no
|
cellular
| 21 |
nov
| 180 | 1 | -1 | 0 |
unknown
| 0no
|
39 |
management
|
married
|
tertiary
|
no
| 278 |
no
|
yes
|
cellular
| 28 |
jul
| 60 | 3 | -1 | 0 |
unknown
| 0no
|
50 |
management
|
married
|
tertiary
|
no
| 4 |
no
|
no
|
cellular
| 17 |
nov
| 223 | 1 | 96 | 2 |
failure
| 0no
|
29 |
management
|
married
|
tertiary
|
no
| 318 |
yes
|
no
|
cellular
| 18 |
may
| 1,434 | 2 | 356 | 4 |
failure
| 0no
|
30 |
services
|
single
|
secondary
|
no
| 209 |
yes
|
no
|
unknown
| 6 |
may
| 30 | 2 | -1 | 0 |
unknown
| 0no
|
46 |
services
|
married
|
secondary
|
no
| 271 |
yes
|
no
|
unknown
| 16 |
may
| 134 | 4 | -1 | 0 |
unknown
| 0no
|
27 |
management
|
single
|
unknown
|
no
| 3,196 |
no
|
no
|
cellular
| 9 |
feb
| 10 | 2 | -1 | 0 |
unknown
| 0no
|
48 |
admin.
|
divorced
|
secondary
|
no
| 4,099 |
no
|
no
|
cellular
| 2 |
apr
| 397 | 2 | -1 | 0 |
unknown
| 1yes
|
26 |
student
|
single
|
secondary
|
no
| 2,572 |
yes
|
no
|
cellular
| 5 |
may
| 620 | 1 | -1 | 0 |
unknown
| 0no
|
36 |
management
|
single
|
tertiary
|
no
| 339 |
no
|
no
|
cellular
| 21 |
nov
| 6 | 6 | -1 | 0 |
unknown
| 0no
|
42 |
blue-collar
|
married
|
primary
|
no
| 0 |
yes
|
yes
|
cellular
| 7 |
may
| 209 | 2 | -1 | 0 |
unknown
| 0no
|
50 |
housemaid
|
married
|
primary
|
no
| 395 |
yes
|
no
|
unknown
| 15 |
may
| 419 | 2 | -1 | 0 |
unknown
| 0no
|
49 |
blue-collar
|
married
|
secondary
|
no
| 2,039 |
yes
|
no
|
cellular
| 18 |
nov
| 283 | 2 | -1 | 0 |
unknown
| 0no
|
45 |
management
|
married
|
tertiary
|
no
| 5,450 |
no
|
no
|
cellular
| 8 |
aug
| 188 | 2 | -1 | 0 |
unknown
| 0no
|
23 |
student
|
single
|
secondary
|
no
| 780 |
no
|
no
|
cellular
| 16 |
sep
| 267 | 1 | -1 | 0 |
unknown
| 0no
|
38 |
technician
|
single
|
secondary
|
no
| 0 |
yes
|
no
|
cellular
| 7 |
apr
| 196 | 2 | -1 | 0 |
unknown
| 0no
|
32 |
management
|
single
|
tertiary
|
no
| 8,436 |
yes
|
no
|
cellular
| 17 |
apr
| 245 | 1 | 149 | 2 |
failure
| 0no
|
60 |
technician
|
single
|
primary
|
no
| 11,262 |
no
|
no
|
cellular
| 26 |
aug
| 323 | 1 | -1 | 0 |
unknown
| 1yes
|
30 |
entrepreneur
|
married
|
secondary
|
no
| 946 |
yes
|
no
|
cellular
| 19 |
nov
| 1,065 | 1 | 183 | 1 |
other
| 0no
|
58 |
housemaid
|
married
|
tertiary
|
no
| 497 |
no
|
no
|
unknown
| 11 |
jun
| 138 | 5 | -1 | 0 |
unknown
| 0no
|
60 |
retired
|
married
|
primary
|
no
| 55 |
no
|
no
|
cellular
| 4 |
jun
| 207 | 1 | -1 | 0 |
unknown
| 0no
|
38 |
services
|
married
|
secondary
|
no
| -140 |
no
|
no
|
unknown
| 25 |
jun
| 456 | 3 | -1 | 0 |
unknown
| 0no
|
51 |
technician
|
married
|
secondary
|
no
| -379 |
yes
|
no
|
cellular
| 5 |
aug
| 261 | 1 | -1 | 0 |
unknown
| 0no
|
42 |
admin.
|
married
|
secondary
|
no
| -396 |
yes
|
no
|
cellular
| 11 |
may
| 80 | 1 | 308 | 4 |
failure
| 0no
|
30 |
services
|
single
|
secondary
|
no
| 0 |
yes
|
no
|
cellular
| 18 |
may
| 131 | 6 | 363 | 9 |
failure
| 0no
|
40 |
management
|
married
|
primary
|
no
| 733 |
yes
|
no
|
unknown
| 6 |
jun
| 94 | 7 | -1 | 0 |
unknown
| 0no
|
37 |
management
|
married
|
tertiary
|
no
| 393 |
yes
|
no
|
cellular
| 14 |
may
| 567 | 3 | 275 | 4 |
failure
| 1yes
|
53 |
technician
|
divorced
|
primary
|
no
| 7,290 |
yes
|
no
|
unknown
| 30 |
may
| 153 | 1 | -1 | 0 |
unknown
| 0no
|
27 |
services
|
single
|
secondary
|
no
| 468 |
yes
|
no
|
cellular
| 13 |
may
| 109 | 1 | -1 | 0 |
unknown
| 0no
|
39 |
blue-collar
|
married
|
secondary
|
no
| 0 |
yes
|
no
|
cellular
| 30 |
apr
| 53 | 1 | 325 | 1 |
failure
| 0no
|
39 |
blue-collar
|
married
|
primary
|
no
| 3,705 |
yes
|
no
|
unknown
| 16 |
jun
| 77 | 1 | -1 | 0 |
unknown
| 0no
|
59 |
retired
|
married
|
tertiary
|
no
| 9,676 |
no
|
no
|
telephone
| 27 |
mar
| 234 | 2 | -1 | 0 |
unknown
| 1yes
|
37 |
services
|
married
|
secondary
|
no
| 1,328 |
yes
|
no
|
telephone
| 13 |
may
| 121 | 2 | 341 | 4 |
failure
| 0no
|
41 |
blue-collar
|
married
|
primary
|
no
| 8 |
yes
|
no
|
cellular
| 15 |
jul
| 155 | 2 | -1 | 0 |
unknown
| 0no
|
45 |
blue-collar
|
married
|
primary
|
no
| 61 |
no
|
no
|
cellular
| 17 |
apr
| 108 | 1 | -1 | 0 |
unknown
| 0no
|
48 |
management
|
married
|
tertiary
|
no
| 6,613 |
no
|
no
|
unknown
| 17 |
jun
| 159 | 3 | -1 | 0 |
unknown
| 0no
|
48 |
technician
|
married
|
secondary
|
no
| 302 |
yes
|
no
|
unknown
| 26 |
may
| 208 | 3 | -1 | 0 |
unknown
| 0no
|
32 |
blue-collar
|
married
|
secondary
|
no
| 1,005 |
no
|
no
|
cellular
| 12 |
may
| 215 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
services
|
married
|
secondary
|
no
| 109 |
yes
|
no
|
unknown
| 6 |
may
| 597 | 3 | -1 | 0 |
unknown
| 0no
|
33 |
management
|
single
|
tertiary
|
no
| 1,240 |
yes
|
no
|
cellular
| 4 |
feb
| 505 | 2 | 260 | 1 |
other
| 0no
|
28 |
blue-collar
|
single
|
primary
|
no
| 0 |
yes
|
yes
|
unknown
| 3 |
jun
| 380 | 4 | -1 | 0 |
unknown
| 0no
|
64 |
retired
|
married
|
unknown
|
no
| 2,923 |
no
|
no
|
cellular
| 12 |
mar
| 120 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
technician
|
married
|
secondary
|
no
| 0 |
no
|
no
|
cellular
| 27 |
aug
| 106 | 4 | -1 | 0 |
unknown
| 0no
|
33 |
blue-collar
|
married
|
secondary
|
no
| 43 |
yes
|
no
|
cellular
| 14 |
may
| 332 | 2 | 358 | 2 |
failure
| 0no
|
41 |
technician
|
married
|
secondary
|
no
| 288 |
yes
|
no
|
unknown
| 15 |
may
| 221 | 4 | -1 | 0 |
unknown
| 0no
|
34 |
admin.
|
married
|
secondary
|
no
| 613 |
yes
|
no
|
cellular
| 4 |
jun
| 80 | 1 | -1 | 0 |
unknown
| 0no
|
37 |
technician
|
single
|
tertiary
|
no
| 6,101 |
no
|
no
|
cellular
| 4 |
may
| 60 | 5 | 87 | 1 |
success
| 0no
|
38 |
blue-collar
|
married
|
primary
|
no
| 168 |
yes
|
yes
|
telephone
| 13 |
may
| 212 | 3 | -1 | 0 |
unknown
| 0no
|
39 |
blue-collar
|
married
|
primary
|
no
| 7,685 |
yes
|
no
|
cellular
| 14 |
apr
| 493 | 3 | -1 | 0 |
unknown
| 0no
|
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