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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
28 |
blue-collar
|
married
|
primary
|
no
| 60 |
yes
|
no
|
cellular
| 6 |
may
| 161 | 1 | 337 | 1 |
failure
| 0no
|
45 |
blue-collar
|
married
|
primary
|
no
| 137 |
yes
|
yes
|
unknown
| 16 |
may
| 187 | 19 | -1 | 0 |
unknown
| 0no
|
32 |
admin.
|
single
|
tertiary
|
no
| 1,583 |
yes
|
no
|
cellular
| 19 |
nov
| 100 | 1 | 182 | 1 |
failure
| 0no
|
46 |
admin.
|
married
|
secondary
|
no
| -121 |
yes
|
yes
|
cellular
| 8 |
jul
| 214 | 4 | -1 | 0 |
unknown
| 0no
|
28 |
blue-collar
|
single
|
secondary
|
no
| 1,065 |
yes
|
yes
|
cellular
| 17 |
apr
| 406 | 1 | 317 | 1 |
failure
| 0no
|
51 |
unemployed
|
married
|
secondary
|
no
| -13 |
yes
|
no
|
cellular
| 13 |
may
| 361 | 1 | 364 | 1 |
failure
| 0no
|
51 |
blue-collar
|
married
|
primary
|
no
| 1,869 |
no
|
no
|
unknown
| 17 |
jun
| 30 | 3 | -1 | 0 |
unknown
| 0no
|
30 |
technician
|
single
|
secondary
|
no
| 4,787 |
yes
|
no
|
unknown
| 4 |
jun
| 99 | 2 | -1 | 0 |
unknown
| 0no
|
39 |
technician
|
married
|
secondary
|
yes
| -183 |
yes
|
no
|
unknown
| 14 |
may
| 202 | 2 | -1 | 0 |
unknown
| 0no
|
28 |
blue-collar
|
married
|
primary
|
no
| 702 |
yes
|
no
|
unknown
| 26 |
jun
| 318 | 2 | -1 | 0 |
unknown
| 0no
|
31 |
management
|
single
|
tertiary
|
no
| 1,494 |
no
|
no
|
cellular
| 13 |
aug
| 275 | 12 | -1 | 0 |
unknown
| 0no
|
31 |
blue-collar
|
married
|
primary
|
no
| 0 |
yes
|
yes
|
unknown
| 12 |
may
| 59 | 4 | -1 | 0 |
unknown
| 0no
|
38 |
management
|
married
|
tertiary
|
no
| 46 |
no
|
no
|
cellular
| 29 |
aug
| 70 | 4 | -1 | 0 |
unknown
| 0no
|
31 |
blue-collar
|
single
|
secondary
|
no
| 609 |
yes
|
no
|
cellular
| 14 |
apr
| 1,126 | 1 | 335 | 1 |
failure
| 0no
|
74 |
retired
|
divorced
|
secondary
|
no
| 4,079 |
no
|
no
|
cellular
| 19 |
oct
| 343 | 3 | -1 | 0 |
unknown
| 1yes
|
40 |
management
|
single
|
tertiary
|
no
| 0 |
yes
|
no
|
cellular
| 23 |
feb
| 228 | 2 | 182 | 6 |
failure
| 1yes
|
43 |
technician
|
married
|
secondary
|
no
| 7,876 |
yes
|
no
|
cellular
| 11 |
aug
| 209 | 2 | -1 | 0 |
unknown
| 0no
|
34 |
technician
|
single
|
tertiary
|
no
| 925 |
yes
|
no
|
cellular
| 13 |
apr
| 709 | 1 | -1 | 0 |
unknown
| 1yes
|
54 |
management
|
divorced
|
tertiary
|
no
| 7,010 |
no
|
no
|
cellular
| 11 |
mar
| 275 | 2 | -1 | 0 |
unknown
| 0no
|
51 |
blue-collar
|
married
|
primary
|
no
| 42 |
yes
|
no
|
cellular
| 12 |
may
| 51 | 2 | 342 | 3 |
failure
| 0no
|
33 |
blue-collar
|
married
|
secondary
|
no
| 285 |
no
|
yes
|
unknown
| 3 |
jul
| 267 | 1 | -1 | 0 |
unknown
| 0no
|
41 |
technician
|
married
|
tertiary
|
no
| 0 |
no
|
no
|
unknown
| 20 |
jun
| 95 | 1 | -1 | 0 |
unknown
| 0no
|
33 |
management
|
single
|
tertiary
|
no
| 3,170 |
no
|
no
|
cellular
| 28 |
oct
| 246 | 2 | -1 | 0 |
unknown
| 0no
|
48 |
admin.
|
married
|
secondary
|
no
| 8 |
no
|
yes
|
cellular
| 7 |
jul
| 46 | 1 | -1 | 0 |
unknown
| 0no
|
42 |
self-employed
|
divorced
|
tertiary
|
no
| 216 |
yes
|
no
|
cellular
| 8 |
may
| 144 | 3 | -1 | 0 |
unknown
| 0no
|
35 |
management
|
single
|
tertiary
|
no
| 2,975 |
no
|
no
|
cellular
| 8 |
aug
| 249 | 2 | -1 | 0 |
unknown
| 0no
|
25 |
admin.
|
married
|
secondary
|
no
| 894 |
yes
|
no
|
unknown
| 28 |
may
| 328 | 1 | -1 | 0 |
unknown
| 0no
|
38 |
blue-collar
|
single
|
primary
|
no
| 490 |
yes
|
yes
|
unknown
| 25 |
aug
| 17 | 1 | -1 | 0 |
unknown
| 0no
|
45 |
entrepreneur
|
married
|
secondary
|
no
| 245 |
yes
|
no
|
unknown
| 14 |
may
| 126 | 3 | -1 | 0 |
unknown
| 0no
|
59 |
management
|
divorced
|
tertiary
|
no
| 0 |
yes
|
no
|
cellular
| 31 |
jul
| 52 | 8 | -1 | 0 |
unknown
| 0no
|
47 |
management
|
married
|
unknown
|
no
| 150 |
no
|
no
|
unknown
| 9 |
jun
| 52 | 1 | -1 | 0 |
unknown
| 0no
|
33 |
management
|
married
|
tertiary
|
no
| 4 |
yes
|
no
|
cellular
| 16 |
jul
| 285 | 5 | -1 | 0 |
unknown
| 0no
|
59 |
management
|
married
|
primary
|
no
| 1,727 |
no
|
no
|
telephone
| 25 |
may
| 500 | 4 | 358 | 2 |
failure
| 1yes
|
41 |
blue-collar
|
divorced
|
primary
|
no
| 664 |
no
|
yes
|
cellular
| 15 |
jul
| 955 | 5 | -1 | 0 |
unknown
| 1yes
|
42 |
technician
|
married
|
secondary
|
no
| 473 |
yes
|
no
|
cellular
| 7 |
jul
| 216 | 5 | -1 | 0 |
unknown
| 0no
|
51 |
technician
|
divorced
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 28 |
aug
| 84 | 7 | -1 | 0 |
unknown
| 0no
|
45 |
management
|
married
|
tertiary
|
no
| -192 |
yes
|
no
|
cellular
| 6 |
may
| 138 | 3 | -1 | 0 |
unknown
| 0no
|
30 |
management
|
married
|
tertiary
|
no
| 1,942 |
yes
|
yes
|
cellular
| 21 |
nov
| 436 | 2 | 178 | 3 |
other
| 1yes
|
33 |
blue-collar
|
single
|
secondary
|
no
| 5,137 |
yes
|
no
|
cellular
| 6 |
may
| 123 | 1 | -1 | 0 |
unknown
| 0no
|
43 |
management
|
married
|
tertiary
|
no
| 13,044 |
no
|
no
|
cellular
| 18 |
aug
| 36 | 4 | -1 | 0 |
unknown
| 0no
|
37 |
blue-collar
|
married
|
secondary
|
no
| 1,053 |
no
|
no
|
unknown
| 16 |
jun
| 405 | 3 | -1 | 0 |
unknown
| 0no
|
73 |
retired
|
married
|
primary
|
no
| 154 |
no
|
no
|
cellular
| 15 |
oct
| 103 | 1 | -1 | 0 |
unknown
| 0no
|
43 |
blue-collar
|
married
|
secondary
|
no
| 625 |
yes
|
no
|
unknown
| 30 |
sep
| 175 | 1 | -1 | 0 |
unknown
| 0no
|
52 |
unemployed
|
married
|
primary
|
no
| 255 |
no
|
yes
|
cellular
| 10 |
jul
| 374 | 3 | -1 | 0 |
unknown
| 0no
|
44 |
management
|
married
|
tertiary
|
no
| 529 |
yes
|
no
|
unknown
| 4 |
jun
| 129 | 4 | -1 | 0 |
unknown
| 0no
|
56 |
management
|
married
|
tertiary
|
no
| 318 |
no
|
yes
|
telephone
| 9 |
jul
| 246 | 3 | -1 | 0 |
unknown
| 0no
|
21 |
services
|
single
|
secondary
|
no
| 1,903 |
yes
|
no
|
unknown
| 29 |
may
| 107 | 2 | -1 | 0 |
unknown
| 0no
|
43 |
unknown
|
married
|
tertiary
|
no
| 1,937 |
no
|
no
|
unknown
| 19 |
jun
| 385 | 1 | -1 | 0 |
unknown
| 0no
|
54 |
management
|
married
|
primary
|
no
| 3,859 |
no
|
yes
|
cellular
| 20 |
nov
| 104 | 3 | -1 | 0 |
unknown
| 0no
|
59 |
technician
|
married
|
primary
|
no
| 4,198 |
no
|
no
|
cellular
| 14 |
jan
| 309 | 1 | 91 | 10 |
success
| 1yes
|
52 |
blue-collar
|
married
|
primary
|
no
| 230 |
yes
|
no
|
cellular
| 6 |
may
| 198 | 2 | 170 | 2 |
failure
| 0no
|
31 |
admin.
|
single
|
secondary
|
no
| 747 |
yes
|
no
|
unknown
| 26 |
may
| 543 | 2 | -1 | 0 |
unknown
| 1yes
|
53 |
admin.
|
married
|
secondary
|
no
| 263 |
no
|
yes
|
cellular
| 18 |
jul
| 143 | 7 | -1 | 0 |
unknown
| 0no
|
24 |
technician
|
single
|
secondary
|
no
| -46 |
yes
|
no
|
unknown
| 19 |
may
| 23 | 1 | -1 | 0 |
unknown
| 0no
|
57 |
retired
|
married
|
secondary
|
no
| 0 |
no
|
yes
|
unknown
| 30 |
jun
| 104 | 2 | -1 | 0 |
unknown
| 0no
|
48 |
technician
|
married
|
secondary
|
no
| 568 |
yes
|
no
|
cellular
| 2 |
sep
| 378 | 2 | 386 | 1 |
success
| 1yes
|
57 |
technician
|
married
|
secondary
|
no
| 1,469 |
yes
|
no
|
cellular
| 17 |
nov
| 364 | 1 | -1 | 0 |
unknown
| 0no
|
51 |
technician
|
married
|
secondary
|
no
| 18 |
no
|
yes
|
cellular
| 25 |
jul
| 363 | 6 | -1 | 0 |
unknown
| 0no
|
50 |
management
|
divorced
|
tertiary
|
no
| 201 |
yes
|
no
|
cellular
| 24 |
jul
| 248 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
blue-collar
|
married
|
secondary
|
no
| 1,412 |
yes
|
yes
|
unknown
| 27 |
may
| 157 | 2 | -1 | 0 |
unknown
| 0no
|
43 |
blue-collar
|
married
|
primary
|
no
| -93 |
yes
|
no
|
unknown
| 26 |
may
| 402 | 2 | -1 | 0 |
unknown
| 0no
|
31 |
services
|
married
|
secondary
|
no
| -331 |
yes
|
no
|
unknown
| 23 |
may
| 203 | 5 | -1 | 0 |
unknown
| 0no
|
29 |
blue-collar
|
married
|
unknown
|
no
| 486 |
yes
|
no
|
cellular
| 6 |
may
| 422 | 1 | 363 | 1 |
failure
| 0no
|
39 |
blue-collar
|
married
|
primary
|
no
| 694 |
yes
|
no
|
cellular
| 21 |
nov
| 44 | 1 | -1 | 0 |
unknown
| 0no
|
36 |
management
|
single
|
tertiary
|
no
| 2,806 |
yes
|
no
|
unknown
| 30 |
may
| 358 | 4 | -1 | 0 |
unknown
| 0no
|
38 |
unemployed
|
single
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 6 |
feb
| 39 | 2 | -1 | 0 |
unknown
| 0no
|
56 |
management
|
divorced
|
tertiary
|
no
| 2,959 |
yes
|
no
|
telephone
| 18 |
may
| 325 | 1 | -1 | 0 |
unknown
| 0no
|
41 |
housemaid
|
divorced
|
primary
|
no
| 22 |
yes
|
no
|
cellular
| 18 |
nov
| 238 | 3 | 126 | 4 |
other
| 0no
|
47 |
technician
|
married
|
secondary
|
no
| 1,167 |
yes
|
no
|
cellular
| 30 |
apr
| 968 | 1 | 87 | 5 |
failure
| 1yes
|
38 |
management
|
single
|
tertiary
|
no
| 35 |
yes
|
no
|
cellular
| 17 |
apr
| 156 | 1 | 273 | 3 |
failure
| 0no
|
80 |
retired
|
married
|
secondary
|
no
| 8,304 |
no
|
no
|
telephone
| 6 |
apr
| 681 | 1 | 118 | 11 |
success
| 0no
|
37 |
services
|
married
|
secondary
|
no
| 4,760 |
yes
|
no
|
cellular
| 20 |
nov
| 187 | 2 | -1 | 0 |
unknown
| 0no
|
44 |
management
|
single
|
tertiary
|
no
| -1,313 |
yes
|
yes
|
cellular
| 15 |
may
| 104 | 10 | -1 | 0 |
unknown
| 0no
|
33 |
blue-collar
|
single
|
secondary
|
no
| 697 |
no
|
no
|
cellular
| 6 |
feb
| 860 | 2 | -1 | 0 |
unknown
| 1yes
|
53 |
technician
|
married
|
secondary
|
no
| 230 |
no
|
yes
|
cellular
| 13 |
aug
| 112 | 2 | -1 | 0 |
unknown
| 0no
|
69 |
retired
|
married
|
tertiary
|
no
| 473 |
no
|
no
|
cellular
| 7 |
jul
| 112 | 1 | 78 | 1 |
failure
| 0no
|
46 |
technician
|
married
|
secondary
|
no
| 1,427 |
yes
|
no
|
unknown
| 14 |
may
| 32 | 3 | -1 | 0 |
unknown
| 0no
|
30 |
management
|
single
|
tertiary
|
no
| 201 |
yes
|
no
|
cellular
| 17 |
mar
| 325 | 2 | -1 | 0 |
unknown
| 1yes
|
31 |
self-employed
|
single
|
secondary
|
no
| 1,086 |
no
|
no
|
cellular
| 20 |
nov
| 410 | 1 | -1 | 0 |
unknown
| 0no
|
38 |
management
|
divorced
|
tertiary
|
no
| 4,335 |
yes
|
no
|
cellular
| 20 |
nov
| 640 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
services
|
divorced
|
secondary
|
no
| 44 |
no
|
no
|
unknown
| 9 |
jun
| 118 | 1 | -1 | 0 |
unknown
| 0no
|
48 |
unknown
|
married
|
unknown
|
no
| 286 |
no
|
no
|
cellular
| 30 |
jul
| 166 | 2 | -1 | 0 |
unknown
| 0no
|
46 |
blue-collar
|
divorced
|
primary
|
no
| 216 |
no
|
no
|
cellular
| 2 |
feb
| 173 | 1 | -1 | 0 |
unknown
| 0no
|
42 |
admin.
|
married
|
secondary
|
no
| 214 |
yes
|
no
|
unknown
| 28 |
may
| 21 | 24 | -1 | 0 |
unknown
| 0no
|
41 |
blue-collar
|
married
|
secondary
|
no
| 343 |
yes
|
no
|
unknown
| 14 |
may
| 89 | 7 | -1 | 0 |
unknown
| 0no
|
33 |
blue-collar
|
married
|
secondary
|
no
| -77 |
yes
|
no
|
cellular
| 28 |
jul
| 151 | 3 | -1 | 0 |
unknown
| 0no
|
39 |
blue-collar
|
married
|
primary
|
no
| 1,046 |
no
|
no
|
unknown
| 19 |
jun
| 112 | 4 | -1 | 0 |
unknown
| 0no
|
27 |
student
|
single
|
secondary
|
no
| 1,566 |
no
|
no
|
cellular
| 30 |
jan
| 164 | 5 | -1 | 0 |
unknown
| 0no
|
26 |
management
|
single
|
tertiary
|
no
| 592 |
no
|
no
|
telephone
| 29 |
jan
| 145 | 2 | 164 | 1 |
other
| 0no
|
38 |
management
|
single
|
tertiary
|
no
| 104 |
yes
|
no
|
cellular
| 6 |
may
| 606 | 3 | -1 | 0 |
unknown
| 1yes
|
48 |
blue-collar
|
married
|
secondary
|
no
| 0 |
yes
|
no
|
unknown
| 26 |
may
| 105 | 1 | -1 | 0 |
unknown
| 0no
|
54 |
services
|
married
|
secondary
|
no
| -22 |
no
|
yes
|
cellular
| 9 |
jul
| 85 | 1 | -1 | 0 |
unknown
| 0no
|
51 |
services
|
married
|
secondary
|
no
| 0 |
no
|
no
|
cellular
| 18 |
jul
| 439 | 3 | -1 | 0 |
unknown
| 0no
|
47 |
technician
|
married
|
secondary
|
no
| 72 |
no
|
no
|
unknown
| 29 |
may
| 278 | 1 | -1 | 0 |
unknown
| 0no
|
53 |
technician
|
married
|
secondary
|
no
| 100 |
no
|
no
|
cellular
| 13 |
aug
| 205 | 4 | -1 | 0 |
unknown
| 0no
|
35 |
blue-collar
|
married
|
primary
|
no
| 319 |
yes
|
no
|
cellular
| 16 |
jul
| 221 | 1 | -1 | 0 |
unknown
| 0no
|
58 |
management
|
married
|
tertiary
|
no
| 9,339 |
yes
|
no
|
telephone
| 18 |
nov
| 52 | 3 | 172 | 3 |
other
| 0no
|
52 |
management
|
divorced
|
tertiary
|
no
| 50 |
yes
|
no
|
unknown
| 12 |
jun
| 84 | 3 | -1 | 0 |
unknown
| 0no
|
57 |
retired
|
married
|
secondary
|
yes
| 32 |
yes
|
no
|
cellular
| 15 |
may
| 476 | 3 | -1 | 0 |
unknown
| 0no
|
52 |
management
|
married
|
tertiary
|
no
| 6,922 |
no
|
no
|
cellular
| 20 |
nov
| 371 | 1 | -1 | 0 |
unknown
| 0no
|
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