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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
38 |
student
|
single
|
tertiary
|
no
| 807 |
no
|
no
|
cellular
| 27 |
feb
| 74 | 2 | -1 | 0 |
unknown
| 0no
|
59 |
retired
|
married
|
secondary
|
no
| 9,976 |
yes
|
no
|
unknown
| 29 |
may
| 57 | 2 | -1 | 0 |
unknown
| 0no
|
32 |
admin.
|
married
|
secondary
|
no
| 0 |
no
|
no
|
cellular
| 30 |
jan
| 119 | 3 | -1 | 0 |
unknown
| 0no
|
55 |
management
|
married
|
tertiary
|
no
| 540 |
no
|
no
|
cellular
| 19 |
nov
| 124 | 2 | -1 | 0 |
unknown
| 0no
|
35 |
blue-collar
|
married
|
secondary
|
no
| 280 |
yes
|
yes
|
cellular
| 31 |
jul
| 65 | 50 | -1 | 0 |
unknown
| 0no
|
56 |
management
|
divorced
|
tertiary
|
no
| -59 |
no
|
yes
|
cellular
| 28 |
jul
| 127 | 6 | -1 | 0 |
unknown
| 0no
|
27 |
admin.
|
married
|
secondary
|
yes
| -517 |
yes
|
no
|
cellular
| 14 |
jul
| 172 | 3 | -1 | 0 |
unknown
| 0no
|
42 |
unemployed
|
single
|
secondary
|
no
| 2,613 |
yes
|
no
|
cellular
| 30 |
jul
| 174 | 6 | -1 | 0 |
unknown
| 0no
|
42 |
student
|
married
|
unknown
|
no
| -7 |
no
|
no
|
telephone
| 31 |
jul
| 41 | 6 | -1 | 0 |
unknown
| 0no
|
41 |
blue-collar
|
married
|
primary
|
no
| 0 |
yes
|
no
|
unknown
| 30 |
may
| 232 | 3 | -1 | 0 |
unknown
| 0no
|
53 |
retired
|
divorced
|
secondary
|
yes
| -200 |
no
|
yes
|
unknown
| 6 |
jun
| 161 | 1 | -1 | 0 |
unknown
| 0no
|
67 |
retired
|
married
|
primary
|
no
| 2,301 |
no
|
no
|
cellular
| 16 |
apr
| 124 | 1 | -1 | 0 |
unknown
| 0no
|
53 |
housemaid
|
married
|
primary
|
no
| 104 |
no
|
yes
|
unknown
| 5 |
jun
| 701 | 1 | -1 | 0 |
unknown
| 1yes
|
33 |
blue-collar
|
married
|
primary
|
no
| 191 |
yes
|
no
|
unknown
| 9 |
may
| 162 | 2 | -1 | 0 |
unknown
| 0no
|
31 |
technician
|
single
|
unknown
|
no
| 694 |
yes
|
no
|
unknown
| 6 |
jun
| 431 | 2 | -1 | 0 |
unknown
| 0no
|
31 |
admin.
|
married
|
secondary
|
no
| 212 |
yes
|
no
|
cellular
| 18 |
jul
| 191 | 3 | -1 | 0 |
unknown
| 0no
|
30 |
management
|
married
|
tertiary
|
no
| 1,882 |
yes
|
no
|
cellular
| 11 |
aug
| 249 | 5 | -1 | 0 |
unknown
| 0no
|
48 |
blue-collar
|
married
|
unknown
|
no
| 131 |
yes
|
no
|
unknown
| 6 |
may
| 189 | 1 | -1 | 0 |
unknown
| 0no
|
30 |
technician
|
single
|
secondary
|
no
| 175 |
no
|
no
|
cellular
| 25 |
aug
| 167 | 4 | -1 | 0 |
unknown
| 0no
|
43 |
technician
|
single
|
tertiary
|
yes
| 0 |
no
|
no
|
cellular
| 29 |
aug
| 73 | 4 | -1 | 0 |
unknown
| 0no
|
38 |
management
|
divorced
|
tertiary
|
no
| 4,425 |
yes
|
no
|
unknown
| 30 |
may
| 162 | 1 | -1 | 0 |
unknown
| 0no
|
46 |
unemployed
|
married
|
secondary
|
no
| 3,533 |
yes
|
no
|
cellular
| 12 |
aug
| 235 | 2 | -1 | 0 |
unknown
| 0no
|
59 |
blue-collar
|
divorced
|
secondary
|
no
| 3,573 |
no
|
no
|
cellular
| 15 |
may
| 44 | 1 | -1 | 0 |
unknown
| 0no
|
44 |
management
|
divorced
|
tertiary
|
no
| 476 |
yes
|
yes
|
unknown
| 26 |
may
| 127 | 2 | -1 | 0 |
unknown
| 0no
|
35 |
blue-collar
|
married
|
secondary
|
no
| 1,257 |
yes
|
no
|
cellular
| 20 |
apr
| 93 | 3 | 329 | 7 |
failure
| 0no
|
55 |
blue-collar
|
married
|
unknown
|
no
| 23 |
no
|
no
|
cellular
| 30 |
jan
| 143 | 1 | 2 | 3 |
other
| 0no
|
39 |
management
|
single
|
tertiary
|
no
| 0 |
yes
|
no
|
cellular
| 16 |
apr
| 81 | 2 | -1 | 0 |
unknown
| 0no
|
36 |
services
|
single
|
secondary
|
no
| 398 |
yes
|
yes
|
unknown
| 17 |
jun
| 77 | 2 | -1 | 0 |
unknown
| 0no
|
33 |
blue-collar
|
married
|
secondary
|
no
| 745 |
yes
|
no
|
unknown
| 23 |
may
| 115 | 4 | -1 | 0 |
unknown
| 0no
|
48 |
management
|
single
|
tertiary
|
no
| 8,106 |
no
|
no
|
unknown
| 17 |
nov
| 125 | 1 | 111 | 3 |
failure
| 0no
|
33 |
management
|
single
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 19 |
aug
| 53 | 4 | -1 | 0 |
unknown
| 0no
|
67 |
retired
|
married
|
unknown
|
no
| 696 |
no
|
no
|
telephone
| 4 |
may
| 77 | 2 | -1 | 0 |
unknown
| 0no
|
48 |
unemployed
|
divorced
|
secondary
|
no
| 1,266 |
yes
|
no
|
telephone
| 3 |
feb
| 45 | 1 | -1 | 0 |
unknown
| 0no
|
57 |
management
|
married
|
tertiary
|
no
| 2,416 |
no
|
no
|
cellular
| 11 |
aug
| 74 | 2 | -1 | 0 |
unknown
| 0no
|
31 |
housemaid
|
married
|
primary
|
no
| 25 |
no
|
no
|
cellular
| 21 |
aug
| 169 | 5 | -1 | 0 |
unknown
| 0no
|
30 |
student
|
single
|
tertiary
|
no
| 7,513 |
no
|
no
|
cellular
| 11 |
aug
| 269 | 2 | -1 | 0 |
unknown
| 0no
|
56 |
entrepreneur
|
divorced
|
primary
|
no
| 29 |
no
|
no
|
cellular
| 29 |
jan
| 52 | 2 | 227 | 1 |
failure
| 0no
|
26 |
blue-collar
|
married
|
primary
|
no
| 5,116 |
yes
|
no
|
cellular
| 22 |
jul
| 246 | 3 | -1 | 0 |
unknown
| 0no
|
44 |
management
|
married
|
secondary
|
no
| -1,746 |
yes
|
no
|
unknown
| 20 |
jun
| 218 | 1 | -1 | 0 |
unknown
| 0no
|
44 |
technician
|
divorced
|
secondary
|
no
| 14 |
no
|
no
|
cellular
| 13 |
nov
| 167 | 1 | 92 | 1 |
success
| 1yes
|
31 |
management
|
married
|
tertiary
|
no
| 4,148 |
yes
|
no
|
cellular
| 21 |
nov
| 316 | 3 | 99 | 9 |
other
| 1yes
|
47 |
self-employed
|
married
|
unknown
|
no
| 14 |
yes
|
no
|
cellular
| 15 |
may
| 142 | 1 | -1 | 0 |
unknown
| 0no
|
30 |
admin.
|
single
|
secondary
|
no
| 105 |
yes
|
no
|
cellular
| 21 |
nov
| 75 | 1 | -1 | 0 |
unknown
| 0no
|
37 |
management
|
married
|
tertiary
|
no
| 767 |
no
|
yes
|
cellular
| 2 |
feb
| 204 | 1 | -1 | 0 |
unknown
| 0no
|
56 |
admin.
|
divorced
|
primary
|
no
| 0 |
no
|
yes
|
cellular
| 10 |
jul
| 542 | 1 | -1 | 0 |
unknown
| 0no
|
43 |
management
|
single
|
secondary
|
no
| -228 |
yes
|
yes
|
unknown
| 16 |
may
| 122 | 2 | -1 | 0 |
unknown
| 0no
|
42 |
services
|
married
|
secondary
|
no
| 508 |
yes
|
no
|
unknown
| 30 |
may
| 70 | 1 | -1 | 0 |
unknown
| 0no
|
60 |
management
|
married
|
secondary
|
no
| 725 |
yes
|
no
|
cellular
| 8 |
jul
| 266 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
blue-collar
|
married
|
unknown
|
no
| 41 |
yes
|
no
|
cellular
| 6 |
may
| 34 | 9 | -1 | 0 |
unknown
| 0no
|
34 |
management
|
single
|
tertiary
|
no
| 184 |
no
|
no
|
cellular
| 22 |
jul
| 203 | 4 | -1 | 0 |
unknown
| 0no
|
41 |
management
|
married
|
tertiary
|
no
| 251 |
no
|
yes
|
unknown
| 6 |
jun
| 85 | 3 | -1 | 0 |
unknown
| 0no
|
38 |
management
|
divorced
|
secondary
|
no
| -17 |
no
|
no
|
cellular
| 21 |
nov
| 11 | 4 | -1 | 0 |
unknown
| 0no
|
23 |
services
|
married
|
secondary
|
no
| -19 |
yes
|
no
|
unknown
| 20 |
jun
| 13 | 10 | -1 | 0 |
unknown
| 0no
|
33 |
management
|
married
|
tertiary
|
no
| 1,064 |
yes
|
no
|
cellular
| 13 |
may
| 562 | 1 | -1 | 0 |
unknown
| 1yes
|
36 |
blue-collar
|
married
|
secondary
|
no
| 777 |
yes
|
no
|
cellular
| 6 |
may
| 185 | 3 | -1 | 0 |
unknown
| 0no
|
49 |
unemployed
|
married
|
tertiary
|
no
| 377 |
no
|
no
|
cellular
| 22 |
may
| 158 | 1 | 59 | 2 |
failure
| 0no
|
34 |
admin.
|
divorced
|
secondary
|
no
| 479 |
yes
|
no
|
cellular
| 12 |
may
| 515 | 1 | 350 | 5 |
failure
| 1yes
|
40 |
technician
|
divorced
|
secondary
|
no
| -375 |
yes
|
no
|
cellular
| 13 |
may
| 60 | 5 | -1 | 0 |
unknown
| 0no
|
72 |
retired
|
married
|
primary
|
no
| 796 |
no
|
no
|
cellular
| 24 |
apr
| 173 | 2 | -1 | 0 |
unknown
| 0no
|
43 |
technician
|
married
|
secondary
|
no
| 17 |
yes
|
no
|
unknown
| 16 |
may
| 353 | 4 | -1 | 0 |
unknown
| 0no
|
44 |
blue-collar
|
married
|
secondary
|
no
| 1,071 |
yes
|
no
|
cellular
| 11 |
may
| 143 | 3 | 357 | 1 |
failure
| 0no
|
35 |
admin.
|
married
|
secondary
|
no
| 0 |
yes
|
no
|
cellular
| 20 |
apr
| 18 | 5 | -1 | 0 |
unknown
| 0no
|
46 |
admin.
|
divorced
|
secondary
|
no
| 7,378 |
no
|
no
|
cellular
| 18 |
nov
| 466 | 1 | -1 | 0 |
unknown
| 0no
|
55 |
admin.
|
married
|
secondary
|
no
| 865 |
yes
|
no
|
cellular
| 17 |
apr
| 85 | 1 | 151 | 1 |
failure
| 0no
|
50 |
technician
|
divorced
|
secondary
|
no
| -701 |
yes
|
yes
|
cellular
| 24 |
jul
| 148 | 1 | -1 | 0 |
unknown
| 0no
|
23 |
blue-collar
|
single
|
unknown
|
no
| 817 |
yes
|
no
|
cellular
| 18 |
may
| 123 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
student
|
married
|
unknown
|
no
| 1,387 |
no
|
no
|
cellular
| 30 |
apr
| 121 | 1 | -1 | 0 |
unknown
| 0no
|
40 |
blue-collar
|
married
|
secondary
|
no
| 0 |
yes
|
yes
|
unknown
| 29 |
may
| 245 | 3 | -1 | 0 |
unknown
| 0no
|
61 |
retired
|
married
|
secondary
|
no
| 2,917 |
no
|
no
|
cellular
| 6 |
oct
| 215 | 1 | -1 | 0 |
unknown
| 1yes
|
53 |
technician
|
married
|
secondary
|
no
| 4,541 |
yes
|
no
|
unknown
| 15 |
may
| 190 | 6 | -1 | 0 |
unknown
| 0no
|
57 |
technician
|
married
|
secondary
|
no
| 0 |
no
|
no
|
unknown
| 13 |
may
| 44 | 1 | -1 | 0 |
unknown
| 0no
|
28 |
blue-collar
|
married
|
secondary
|
no
| 4,287 |
no
|
no
|
cellular
| 30 |
apr
| 171 | 1 | -1 | 0 |
unknown
| 0no
|
25 |
admin.
|
married
|
secondary
|
no
| 242 |
yes
|
no
|
cellular
| 30 |
jul
| 62 | 12 | -1 | 0 |
unknown
| 0no
|
38 |
blue-collar
|
married
|
secondary
|
no
| 171 |
yes
|
yes
|
unknown
| 20 |
may
| 172 | 1 | -1 | 0 |
unknown
| 0no
|
27 |
services
|
single
|
secondary
|
no
| 259 |
yes
|
no
|
unknown
| 23 |
may
| 78 | 10 | -1 | 0 |
unknown
| 0no
|
45 |
blue-collar
|
married
|
secondary
|
no
| 827 |
yes
|
no
|
unknown
| 15 |
may
| 319 | 5 | -1 | 0 |
unknown
| 0no
|
31 |
services
|
single
|
secondary
|
no
| 469 |
no
|
yes
|
cellular
| 2 |
feb
| 111 | 1 | -1 | 0 |
unknown
| 0no
|
39 |
blue-collar
|
married
|
primary
|
no
| 2,226 |
yes
|
no
|
unknown
| 6 |
may
| 158 | 1 | -1 | 0 |
unknown
| 0no
|
42 |
technician
|
married
|
secondary
|
no
| 0 |
no
|
no
|
cellular
| 29 |
aug
| 82 | 12 | -1 | 0 |
unknown
| 0no
|
46 |
management
|
married
|
tertiary
|
no
| 477 |
yes
|
no
|
unknown
| 20 |
may
| 128 | 6 | -1 | 0 |
unknown
| 0no
|
36 |
services
|
married
|
secondary
|
no
| 42 |
yes
|
no
|
unknown
| 8 |
may
| 102 | 4 | -1 | 0 |
unknown
| 0no
|
30 |
management
|
single
|
tertiary
|
no
| 775 |
yes
|
no
|
unknown
| 16 |
jun
| 124 | 2 | -1 | 0 |
unknown
| 0no
|
32 |
blue-collar
|
married
|
secondary
|
no
| 9 |
yes
|
no
|
cellular
| 17 |
apr
| 334 | 2 | -1 | 0 |
unknown
| 0no
|
52 |
technician
|
married
|
tertiary
|
no
| 2,557 |
no
|
no
|
cellular
| 28 |
jan
| 134 | 5 | 204 | 2 |
success
| 1yes
|
31 |
management
|
married
|
tertiary
|
no
| 2,395 |
no
|
no
|
cellular
| 27 |
apr
| 218 | 1 | -1 | 0 |
unknown
| 0no
|
60 |
management
|
married
|
primary
|
no
| 4,895 |
no
|
no
|
unknown
| 9 |
jun
| 313 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
blue-collar
|
single
|
secondary
|
no
| 376 |
yes
|
yes
|
unknown
| 6 |
may
| 207 | 3 | -1 | 0 |
unknown
| 0no
|
38 |
management
|
married
|
tertiary
|
no
| 389 |
yes
|
no
|
unknown
| 6 |
may
| 262 | 1 | -1 | 0 |
unknown
| 0no
|
46 |
management
|
divorced
|
tertiary
|
no
| 134 |
no
|
no
|
cellular
| 19 |
aug
| 134 | 2 | -1 | 0 |
unknown
| 0no
|
45 |
entrepreneur
|
divorced
|
tertiary
|
no
| 1,273 |
yes
|
yes
|
unknown
| 11 |
jun
| 197 | 3 | -1 | 0 |
unknown
| 0no
|
59 |
services
|
married
|
secondary
|
no
| 0 |
yes
|
no
|
cellular
| 12 |
may
| 214 | 3 | -1 | 0 |
unknown
| 0no
|
34 |
management
|
married
|
tertiary
|
no
| 2,892 |
yes
|
yes
|
cellular
| 30 |
jul
| 1,165 | 7 | -1 | 0 |
unknown
| 0no
|
33 |
technician
|
divorced
|
secondary
|
no
| 0 |
yes
|
no
|
cellular
| 7 |
may
| 177 | 2 | -1 | 0 |
unknown
| 0no
|
46 |
management
|
single
|
secondary
|
no
| 295 |
yes
|
no
|
unknown
| 23 |
may
| 141 | 6 | -1 | 0 |
unknown
| 0no
|
48 |
admin.
|
married
|
secondary
|
no
| 292 |
yes
|
yes
|
cellular
| 29 |
jul
| 164 | 6 | -1 | 0 |
unknown
| 0no
|
31 |
services
|
single
|
secondary
|
no
| 85 |
no
|
no
|
cellular
| 16 |
jul
| 151 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
technician
|
married
|
secondary
|
no
| 4 |
no
|
no
|
cellular
| 4 |
feb
| 145 | 2 | 260 | 4 |
failure
| 0no
|
35 |
blue-collar
|
divorced
|
primary
|
no
| -587 |
yes
|
no
|
unknown
| 26 |
may
| 111 | 1 | -1 | 0 |
unknown
| 0no
|
36 |
blue-collar
|
single
|
primary
|
no
| 367 |
no
|
no
|
cellular
| 2 |
feb
| 217 | 1 | 221 | 1 |
failure
| 0no
|
52 |
management
|
married
|
tertiary
|
no
| -1,224 |
yes
|
no
|
cellular
| 7 |
may
| 253 | 4 | -1 | 0 |
unknown
| 0no
|
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