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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
29 |
services
|
married
|
secondary
|
no
| 3 |
yes
|
no
|
cellular
| 10 |
jul
| 183 | 1 | -1 | 0 |
unknown
| 0no
|
40 |
technician
|
single
|
tertiary
|
no
| 445 |
yes
|
no
|
cellular
| 24 |
jul
| 631 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
management
|
divorced
|
tertiary
|
no
| 874 |
no
|
no
|
cellular
| 12 |
aug
| 1,282 | 6 | -1 | 0 |
unknown
| 1yes
|
48 |
blue-collar
|
married
|
secondary
|
no
| 705 |
no
|
no
|
unknown
| 13 |
may
| 108 | 2 | -1 | 0 |
unknown
| 0no
|
59 |
retired
|
married
|
unknown
|
no
| 1,033 |
no
|
no
|
unknown
| 11 |
jun
| 1,199 | 1 | -1 | 0 |
unknown
| 1yes
|
35 |
self-employed
|
divorced
|
tertiary
|
no
| 1,354 |
yes
|
no
|
unknown
| 23 |
may
| 736 | 2 | -1 | 0 |
unknown
| 1yes
|
33 |
technician
|
single
|
tertiary
|
no
| 123 |
no
|
no
|
cellular
| 19 |
aug
| 264 | 1 | -1 | 0 |
unknown
| 0no
|
55 |
retired
|
married
|
primary
|
no
| 8,894 |
no
|
no
|
unknown
| 11 |
jun
| 262 | 1 | -1 | 0 |
unknown
| 0no
|
41 |
blue-collar
|
married
|
secondary
|
no
| 429 |
yes
|
no
|
unknown
| 13 |
may
| 244 | 1 | -1 | 0 |
unknown
| 0no
|
42 |
housemaid
|
married
|
primary
|
no
| 14,752 |
no
|
no
|
unknown
| 19 |
may
| 107 | 2 | -1 | 0 |
unknown
| 0no
|
46 |
blue-collar
|
married
|
primary
|
no
| 67 |
no
|
no
|
unknown
| 24 |
jun
| 9 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
housemaid
|
divorced
|
secondary
|
no
| 39 |
no
|
no
|
cellular
| 31 |
jul
| 149 | 2 | -1 | 0 |
unknown
| 0no
|
28 |
technician
|
single
|
tertiary
|
no
| 102 |
no
|
no
|
cellular
| 28 |
jan
| 321 | 2 | -1 | 0 |
unknown
| 0no
|
25 |
student
|
single
|
secondary
|
no
| 1,790 |
no
|
no
|
cellular
| 17 |
apr
| 224 | 1 | 322 | 3 |
failure
| 0no
|
56 |
management
|
single
|
tertiary
|
no
| 15,311 |
no
|
no
|
cellular
| 29 |
apr
| 157 | 6 | -1 | 0 |
unknown
| 0no
|
30 |
admin.
|
single
|
secondary
|
no
| -635 |
no
|
no
|
cellular
| 25 |
jul
| 250 | 1 | -1 | 0 |
unknown
| 0no
|
45 |
blue-collar
|
married
|
secondary
|
no
| 115 |
no
|
no
|
cellular
| 11 |
aug
| 209 | 4 | -1 | 0 |
unknown
| 0no
|
40 |
management
|
married
|
tertiary
|
no
| 10,786 |
no
|
no
|
unknown
| 20 |
jun
| 111 | 3 | -1 | 0 |
unknown
| 0no
|
40 |
blue-collar
|
married
|
secondary
|
no
| 498 |
yes
|
no
|
cellular
| 8 |
may
| 55 | 2 | 298 | 4 |
failure
| 0no
|
39 |
blue-collar
|
married
|
secondary
|
no
| 1,045 |
yes
|
yes
|
cellular
| 9 |
jul
| 290 | 13 | -1 | 0 |
unknown
| 0no
|
48 |
entrepreneur
|
married
|
tertiary
|
no
| 810 |
no
|
no
|
unknown
| 6 |
jun
| 383 | 1 | -1 | 0 |
unknown
| 0no
|
31 |
technician
|
single
|
tertiary
|
no
| -162 |
yes
|
no
|
cellular
| 18 |
may
| 380 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
management
|
married
|
tertiary
|
no
| 55 |
no
|
no
|
cellular
| 2 |
feb
| 124 | 3 | -1 | 0 |
unknown
| 0no
|
34 |
services
|
married
|
secondary
|
no
| 586 |
yes
|
yes
|
unknown
| 8 |
may
| 224 | 2 | -1 | 0 |
unknown
| 0no
|
26 |
technician
|
single
|
secondary
|
no
| 455 |
no
|
no
|
cellular
| 29 |
jan
| 240 | 1 | 182 | 8 |
other
| 0no
|
31 |
management
|
married
|
tertiary
|
no
| 1,010 |
yes
|
no
|
cellular
| 15 |
may
| 385 | 3 | 364 | 9 |
other
| 0no
|
37 |
management
|
single
|
tertiary
|
no
| 509 |
yes
|
no
|
cellular
| 6 |
may
| 133 | 1 | -1 | 0 |
unknown
| 0no
|
29 |
student
|
single
|
unknown
|
no
| 2,929 |
no
|
no
|
cellular
| 11 |
aug
| 91 | 1 | -1 | 0 |
unknown
| 0no
|
57 |
technician
|
married
|
secondary
|
no
| 3,071 |
yes
|
yes
|
cellular
| 7 |
may
| 63 | 3 | -1 | 0 |
unknown
| 0no
|
47 |
management
|
single
|
tertiary
|
no
| 153 |
yes
|
no
|
cellular
| 18 |
nov
| 192 | 2 | -1 | 0 |
unknown
| 0no
|
38 |
self-employed
|
single
|
secondary
|
no
| 1,146 |
yes
|
no
|
unknown
| 21 |
may
| 91 | 2 | -1 | 0 |
unknown
| 0no
|
48 |
blue-collar
|
married
|
primary
|
no
| 1,092 |
no
|
yes
|
cellular
| 18 |
nov
| 79 | 1 | 172 | 8 |
failure
| 0no
|
50 |
management
|
married
|
tertiary
|
no
| 3,463 |
no
|
yes
|
cellular
| 28 |
oct
| 96 | 1 | -1 | 0 |
unknown
| 1yes
|
33 |
admin.
|
married
|
secondary
|
no
| 1,158 |
yes
|
no
|
cellular
| 20 |
apr
| 25 | 2 | -1 | 0 |
unknown
| 0no
|
28 |
admin.
|
single
|
secondary
|
no
| 26 |
yes
|
no
|
cellular
| 7 |
may
| 227 | 2 | -1 | 0 |
unknown
| 0no
|
30 |
services
|
single
|
secondary
|
no
| 566 |
no
|
no
|
cellular
| 5 |
feb
| 110 | 1 | -1 | 0 |
unknown
| 0no
|
52 |
technician
|
divorced
|
secondary
|
no
| 204 |
no
|
no
|
cellular
| 7 |
aug
| 134 | 2 | -1 | 0 |
unknown
| 0no
|
36 |
technician
|
married
|
secondary
|
no
| 480 |
no
|
no
|
cellular
| 20 |
oct
| 213 | 1 | -1 | 0 |
unknown
| 1yes
|
36 |
technician
|
single
|
secondary
|
no
| 1,855 |
yes
|
no
|
cellular
| 4 |
feb
| 75 | 1 | 273 | 1 |
failure
| 0no
|
46 |
services
|
married
|
secondary
|
no
| 1,034 |
no
|
no
|
cellular
| 8 |
aug
| 109 | 2 | -1 | 0 |
unknown
| 0no
|
57 |
management
|
married
|
tertiary
|
no
| 3,250 |
no
|
no
|
cellular
| 20 |
aug
| 162 | 3 | -1 | 0 |
unknown
| 0no
|
28 |
management
|
single
|
secondary
|
no
| 1,633 |
no
|
no
|
cellular
| 5 |
jun
| 275 | 1 | -1 | 0 |
unknown
| 1yes
|
46 |
services
|
married
|
secondary
|
no
| 0 |
yes
|
no
|
cellular
| 22 |
jun
| 154 | 1 | 124 | 1 |
other
| 0no
|
55 |
retired
|
married
|
primary
|
no
| 3,334 |
no
|
no
|
cellular
| 14 |
aug
| 632 | 4 | -1 | 0 |
unknown
| 1yes
|
33 |
management
|
married
|
tertiary
|
no
| 4,020 |
yes
|
yes
|
cellular
| 15 |
apr
| 251 | 1 | -1 | 0 |
unknown
| 0no
|
53 |
management
|
married
|
secondary
|
no
| 66 |
no
|
yes
|
telephone
| 8 |
jul
| 141 | 1 | -1 | 0 |
unknown
| 0no
|
41 |
technician
|
single
|
secondary
|
no
| -41 |
yes
|
yes
|
cellular
| 3 |
apr
| 154 | 1 | -1 | 0 |
unknown
| 0no
|
60 |
blue-collar
|
married
|
secondary
|
no
| 322 |
yes
|
no
|
cellular
| 7 |
may
| 63 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
entrepreneur
|
married
|
primary
|
no
| 2,643 |
no
|
yes
|
cellular
| 8 |
jul
| 259 | 1 | -1 | 0 |
unknown
| 0no
|
43 |
blue-collar
|
divorced
|
primary
|
no
| 49 |
yes
|
no
|
unknown
| 9 |
may
| 100 | 1 | -1 | 0 |
unknown
| 0no
|
57 |
admin.
|
divorced
|
primary
|
no
| 1 |
no
|
no
|
unknown
| 15 |
may
| 17 | 10 | -1 | 0 |
unknown
| 0no
|
46 |
admin.
|
married
|
secondary
|
no
| 3,098 |
yes
|
no
|
telephone
| 21 |
nov
| 192 | 9 | -1 | 0 |
unknown
| 0no
|
31 |
blue-collar
|
married
|
primary
|
no
| 352 |
yes
|
no
|
unknown
| 19 |
may
| 97 | 9 | -1 | 0 |
unknown
| 0no
|
53 |
technician
|
married
|
secondary
|
no
| 65 |
no
|
no
|
cellular
| 25 |
aug
| 41 | 2 | -1 | 0 |
unknown
| 0no
|
35 |
blue-collar
|
married
|
secondary
|
no
| 1,949 |
yes
|
no
|
unknown
| 2 |
jun
| 200 | 3 | -1 | 0 |
unknown
| 0no
|
32 |
admin.
|
single
|
secondary
|
no
| 739 |
yes
|
no
|
cellular
| 20 |
nov
| 91 | 3 | -1 | 0 |
unknown
| 0no
|
48 |
management
|
married
|
tertiary
|
no
| 1,167 |
yes
|
yes
|
cellular
| 1 |
jun
| 264 | 1 | -1 | 0 |
unknown
| 1yes
|
50 |
admin.
|
married
|
secondary
|
no
| 231 |
yes
|
no
|
cellular
| 21 |
nov
| 397 | 2 | -1 | 0 |
unknown
| 0no
|
40 |
blue-collar
|
married
|
primary
|
no
| 1,136 |
yes
|
no
|
unknown
| 21 |
may
| 86 | 1 | -1 | 0 |
unknown
| 0no
|
42 |
entrepreneur
|
married
|
tertiary
|
no
| 233 |
no
|
no
|
cellular
| 5 |
feb
| 446 | 1 | -1 | 0 |
unknown
| 0no
|
59 |
admin.
|
married
|
secondary
|
no
| 817 |
no
|
no
|
cellular
| 9 |
apr
| 304 | 1 | -1 | 0 |
unknown
| 0no
|
27 |
blue-collar
|
single
|
primary
|
no
| 1,128 |
yes
|
no
|
unknown
| 30 |
jun
| 88 | 4 | -1 | 0 |
unknown
| 0no
|
32 |
management
|
single
|
tertiary
|
no
| 1,831 |
yes
|
no
|
cellular
| 20 |
apr
| 86 | 2 | -1 | 0 |
unknown
| 0no
|
35 |
technician
|
single
|
secondary
|
no
| 450 |
yes
|
no
|
cellular
| 13 |
may
| 63 | 1 | -1 | 0 |
unknown
| 0no
|
28 |
services
|
married
|
secondary
|
no
| 0 |
yes
|
no
|
cellular
| 5 |
may
| 335 | 2 | 281 | 8 |
failure
| 0no
|
37 |
management
|
divorced
|
secondary
|
no
| 414 |
no
|
no
|
cellular
| 29 |
jan
| 293 | 2 | 162 | 4 |
failure
| 0no
|
57 |
management
|
married
|
primary
|
no
| 1,052 |
yes
|
no
|
unknown
| 13 |
may
| 227 | 4 | -1 | 0 |
unknown
| 0no
|
42 |
admin.
|
single
|
secondary
|
no
| 1,022 |
yes
|
no
|
unknown
| 5 |
may
| 146 | 2 | -1 | 0 |
unknown
| 0no
|
55 |
admin.
|
married
|
primary
|
no
| 343 |
yes
|
no
|
cellular
| 14 |
jul
| 276 | 3 | -1 | 0 |
unknown
| 0no
|
52 |
management
|
married
|
tertiary
|
no
| 1,944 |
yes
|
no
|
cellular
| 15 |
apr
| 238 | 3 | 323 | 2 |
failure
| 0no
|
26 |
blue-collar
|
single
|
secondary
|
no
| -32 |
yes
|
yes
|
cellular
| 31 |
jul
| 14 | 6 | -1 | 0 |
unknown
| 0no
|
52 |
technician
|
married
|
secondary
|
no
| 1,781 |
yes
|
no
|
unknown
| 19 |
may
| 144 | 2 | -1 | 0 |
unknown
| 0no
|
26 |
management
|
single
|
tertiary
|
no
| 350 |
no
|
no
|
cellular
| 8 |
jul
| 367 | 1 | -1 | 0 |
unknown
| 0no
|
33 |
unemployed
|
married
|
secondary
|
no
| 2 |
yes
|
no
|
cellular
| 16 |
jul
| 132 | 1 | -1 | 0 |
unknown
| 0no
|
24 |
blue-collar
|
single
|
primary
|
no
| 111 |
yes
|
yes
|
unknown
| 27 |
may
| 42 | 4 | -1 | 0 |
unknown
| 0no
|
37 |
management
|
divorced
|
tertiary
|
no
| 168 |
yes
|
no
|
unknown
| 5 |
jun
| 227 | 1 | -1 | 0 |
unknown
| 0no
|
28 |
technician
|
single
|
secondary
|
no
| 3 |
no
|
no
|
telephone
| 18 |
may
| 40 | 8 | 349 | 6 |
failure
| 0no
|
30 |
technician
|
single
|
secondary
|
no
| 102 |
yes
|
no
|
unknown
| 7 |
may
| 614 | 2 | -1 | 0 |
unknown
| 0no
|
33 |
blue-collar
|
married
|
primary
|
no
| 0 |
yes
|
no
|
unknown
| 15 |
may
| 270 | 1 | -1 | 0 |
unknown
| 0no
|
55 |
unknown
|
married
|
primary
|
no
| 159 |
no
|
no
|
unknown
| 4 |
sep
| 15 | 1 | -1 | 0 |
unknown
| 0no
|
33 |
blue-collar
|
married
|
secondary
|
no
| 1,134 |
yes
|
no
|
unknown
| 23 |
may
| 304 | 2 | -1 | 0 |
unknown
| 0no
|
42 |
blue-collar
|
married
|
secondary
|
no
| 352 |
yes
|
no
|
cellular
| 11 |
may
| 79 | 3 | -1 | 0 |
unknown
| 0no
|
37 |
management
|
married
|
tertiary
|
no
| 865 |
yes
|
no
|
cellular
| 3 |
jun
| 101 | 1 | -1 | 0 |
unknown
| 0no
|
59 |
blue-collar
|
married
|
primary
|
no
| 179 |
yes
|
no
|
unknown
| 5 |
may
| 55 | 3 | -1 | 0 |
unknown
| 0no
|
27 |
blue-collar
|
single
|
secondary
|
no
| 5 |
yes
|
no
|
unknown
| 19 |
may
| 205 | 3 | -1 | 0 |
unknown
| 0no
|
23 |
student
|
married
|
tertiary
|
yes
| -230 |
yes
|
no
|
cellular
| 18 |
may
| 259 | 2 | -1 | 0 |
unknown
| 0no
|
51 |
management
|
divorced
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 13 |
aug
| 60 | 2 | -1 | 0 |
unknown
| 0no
|
50 |
blue-collar
|
married
|
primary
|
no
| 3,924 |
yes
|
no
|
cellular
| 20 |
apr
| 122 | 2 | -1 | 0 |
unknown
| 0no
|
43 |
technician
|
married
|
secondary
|
no
| 764 |
yes
|
no
|
cellular
| 14 |
jul
| 557 | 5 | -1 | 0 |
unknown
| 0no
|
37 |
blue-collar
|
divorced
|
primary
|
no
| 511 |
yes
|
no
|
telephone
| 11 |
may
| 42 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
management
|
single
|
tertiary
|
no
| 4,348 |
yes
|
no
|
cellular
| 28 |
aug
| 373 | 8 | -1 | 0 |
unknown
| 0no
|
41 |
management
|
married
|
tertiary
|
no
| 3,016 |
yes
|
no
|
cellular
| 14 |
jul
| 80 | 3 | -1 | 0 |
unknown
| 0no
|
26 |
student
|
single
|
secondary
|
no
| 279 |
no
|
no
|
cellular
| 7 |
may
| 239 | 3 | -1 | 0 |
unknown
| 0no
|
49 |
management
|
divorced
|
tertiary
|
no
| 1,405 |
no
|
no
|
unknown
| 8 |
jun
| 29 | 1 | -1 | 0 |
unknown
| 0no
|
29 |
blue-collar
|
single
|
secondary
|
no
| 908 |
yes
|
no
|
unknown
| 20 |
jun
| 1,663 | 1 | -1 | 0 |
unknown
| 1yes
|
30 |
management
|
single
|
tertiary
|
no
| 162 |
yes
|
no
|
unknown
| 20 |
may
| 186 | 4 | -1 | 0 |
unknown
| 0no
|
38 |
services
|
divorced
|
secondary
|
no
| 792 |
no
|
no
|
unknown
| 6 |
jun
| 430 | 1 | -1 | 0 |
unknown
| 0no
|
58 |
management
|
married
|
secondary
|
no
| 111 |
no
|
no
|
telephone
| 24 |
mar
| 58 | 2 | -1 | 0 |
unknown
| 0no
|
34 |
student
|
single
|
unknown
|
no
| 1,281 |
no
|
no
|
cellular
| 25 |
aug
| 279 | 1 | 117 | 1 |
failure
| 0no
|
53 |
services
|
divorced
|
unknown
|
no
| 1,012 |
yes
|
no
|
cellular
| 28 |
jul
| 332 | 2 | -1 | 0 |
unknown
| 0no
|
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