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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
60 |
retired
|
married
|
primary
|
no
| 71,188 |
no
|
no
|
cellular
| 6 |
oct
| 205 | 1 | -1 | 0 |
unknown
| 0no
|
51 |
management
|
married
|
tertiary
|
no
| 5,108 |
yes
|
no
|
cellular
| 8 |
oct
| 272 | 1 | 102 | 8 |
other
| 0no
|
48 |
blue-collar
|
married
|
secondary
|
no
| 1,738 |
yes
|
no
|
cellular
| 15 |
apr
| 349 | 1 | -1 | 0 |
unknown
| 0no
|
42 |
blue-collar
|
married
|
primary
|
no
| -97 |
yes
|
no
|
cellular
| 3 |
feb
| 216 | 4 | 271 | 5 |
failure
| 0no
|
36 |
blue-collar
|
married
|
secondary
|
no
| 199 |
yes
|
no
|
cellular
| 9 |
jul
| 183 | 1 | -1 | 0 |
unknown
| 0no
|
43 |
management
|
married
|
tertiary
|
no
| 489 |
yes
|
no
|
cellular
| 8 |
may
| 130 | 1 | 172 | 2 |
other
| 0no
|
31 |
admin.
|
married
|
primary
|
no
| 355 |
yes
|
yes
|
unknown
| 4 |
jun
| 61 | 6 | -1 | 0 |
unknown
| 0no
|
49 |
technician
|
single
|
secondary
|
no
| -97 |
yes
|
no
|
unknown
| 6 |
jun
| 92 | 2 | -1 | 0 |
unknown
| 0no
|
35 |
management
|
divorced
|
tertiary
|
no
| 473 |
no
|
yes
|
cellular
| 5 |
aug
| 37 | 2 | -1 | 0 |
unknown
| 0no
|
44 |
entrepreneur
|
married
|
secondary
|
no
| 6,649 |
yes
|
no
|
cellular
| 19 |
nov
| 354 | 2 | -1 | 0 |
unknown
| 0no
|
34 |
self-employed
|
married
|
tertiary
|
no
| 263 |
no
|
no
|
cellular
| 4 |
may
| 203 | 1 | 78 | 8 |
other
| 0no
|
46 |
blue-collar
|
married
|
secondary
|
no
| 781 |
no
|
no
|
unknown
| 13 |
may
| 152 | 1 | -1 | 0 |
unknown
| 0no
|
49 |
blue-collar
|
married
|
primary
|
no
| 1,032 |
yes
|
no
|
unknown
| 2 |
jun
| 41 | 5 | -1 | 0 |
unknown
| 0no
|
32 |
blue-collar
|
married
|
secondary
|
no
| 119 |
no
|
no
|
cellular
| 4 |
may
| 20 | 5 | -1 | 0 |
unknown
| 0no
|
35 |
management
|
divorced
|
tertiary
|
no
| 434 |
yes
|
no
|
cellular
| 11 |
may
| 277 | 1 | 271 | 2 |
success
| 0no
|
51 |
admin.
|
married
|
secondary
|
no
| 2,967 |
no
|
no
|
unknown
| 17 |
jun
| 83 | 2 | -1 | 0 |
unknown
| 0no
|
57 |
retired
|
divorced
|
secondary
|
no
| -331 |
yes
|
no
|
unknown
| 6 |
may
| 531 | 1 | -1 | 0 |
unknown
| 0no
|
59 |
management
|
married
|
tertiary
|
no
| 1,585 |
no
|
no
|
telephone
| 28 |
aug
| 91 | 5 | -1 | 0 |
unknown
| 0no
|
40 |
services
|
divorced
|
unknown
|
no
| 4,384 |
yes
|
no
|
unknown
| 5 |
may
| 315 | 1 | -1 | 0 |
unknown
| 0no
|
49 |
management
|
single
|
tertiary
|
no
| 588 |
no
|
no
|
cellular
| 28 |
aug
| 70 | 9 | -1 | 0 |
unknown
| 0no
|
51 |
management
|
married
|
secondary
|
no
| 3,180 |
yes
|
no
|
cellular
| 9 |
jul
| 384 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
admin.
|
married
|
secondary
|
yes
| 0 |
no
|
yes
|
unknown
| 4 |
jul
| 105 | 3 | -1 | 0 |
unknown
| 0no
|
29 |
self-employed
|
married
|
secondary
|
no
| -76 |
yes
|
no
|
unknown
| 27 |
may
| 305 | 2 | -1 | 0 |
unknown
| 0no
|
32 |
services
|
single
|
secondary
|
no
| 152 |
yes
|
no
|
cellular
| 25 |
may
| 158 | 2 | -1 | 0 |
unknown
| 1yes
|
37 |
housemaid
|
divorced
|
secondary
|
no
| 1,040 |
yes
|
no
|
cellular
| 13 |
may
| 199 | 1 | 173 | 2 |
failure
| 0no
|
49 |
unemployed
|
married
|
primary
|
no
| -384 |
yes
|
no
|
unknown
| 27 |
may
| 25 | 1 | -1 | 0 |
unknown
| 0no
|
45 |
technician
|
married
|
unknown
|
no
| 473 |
yes
|
no
|
unknown
| 27 |
may
| 147 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
technician
|
single
|
secondary
|
no
| 475 |
yes
|
no
|
cellular
| 29 |
jul
| 538 | 8 | -1 | 0 |
unknown
| 0no
|
53 |
technician
|
married
|
secondary
|
no
| 0 |
no
|
no
|
cellular
| 22 |
aug
| 77 | 9 | -1 | 0 |
unknown
| 0no
|
42 |
entrepreneur
|
married
|
primary
|
no
| 149 |
no
|
no
|
cellular
| 20 |
aug
| 94 | 2 | -1 | 0 |
unknown
| 0no
|
43 |
technician
|
married
|
secondary
|
no
| 3,285 |
yes
|
no
|
unknown
| 13 |
may
| 1,721 | 2 | -1 | 0 |
unknown
| 1yes
|
52 |
retired
|
married
|
secondary
|
no
| 424 |
no
|
no
|
cellular
| 19 |
nov
| 143 | 1 | 154 | 3 |
failure
| 0no
|
34 |
blue-collar
|
single
|
secondary
|
no
| 79 |
no
|
yes
|
cellular
| 20 |
nov
| 104 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
technician
|
divorced
|
tertiary
|
no
| 674 |
yes
|
no
|
cellular
| 7 |
aug
| 587 | 2 | -1 | 0 |
unknown
| 1yes
|
27 |
services
|
married
|
secondary
|
no
| 0 |
yes
|
no
|
cellular
| 22 |
jul
| 1,608 | 13 | -1 | 0 |
unknown
| 1yes
|
43 |
unemployed
|
married
|
tertiary
|
no
| 58 |
yes
|
no
|
cellular
| 9 |
feb
| 48 | 4 | -1 | 0 |
unknown
| 0no
|
41 |
technician
|
married
|
tertiary
|
no
| 532 |
yes
|
no
|
cellular
| 9 |
jul
| 74 | 1 | -1 | 0 |
unknown
| 0no
|
72 |
retired
|
married
|
secondary
|
no
| 4,130 |
no
|
no
|
cellular
| 12 |
nov
| 427 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
blue-collar
|
married
|
primary
|
no
| 422 |
yes
|
no
|
cellular
| 14 |
may
| 73 | 1 | -1 | 0 |
unknown
| 0no
|
41 |
management
|
married
|
tertiary
|
no
| 437 |
yes
|
no
|
unknown
| 3 |
jun
| 14 | 21 | -1 | 0 |
unknown
| 0no
|
36 |
blue-collar
|
divorced
|
primary
|
no
| -308 |
yes
|
no
|
cellular
| 12 |
may
| 725 | 1 | -1 | 0 |
unknown
| 1yes
|
51 |
housemaid
|
married
|
primary
|
no
| 30 |
yes
|
no
|
cellular
| 14 |
jul
| 333 | 2 | -1 | 0 |
unknown
| 0no
|
37 |
self-employed
|
married
|
tertiary
|
no
| 137 |
no
|
no
|
cellular
| 13 |
aug
| 244 | 6 | -1 | 0 |
unknown
| 0no
|
42 |
admin.
|
single
|
secondary
|
no
| -247 |
yes
|
yes
|
telephone
| 21 |
oct
| 519 | 1 | 166 | 1 |
other
| 1yes
|
26 |
admin.
|
single
|
secondary
|
no
| 321 |
yes
|
no
|
cellular
| 22 |
jul
| 242 | 7 | -1 | 0 |
unknown
| 0no
|
23 |
services
|
single
|
secondary
|
no
| 250 |
yes
|
no
|
cellular
| 18 |
may
| 222 | 1 | -1 | 0 |
unknown
| 0no
|
50 |
management
|
married
|
tertiary
|
no
| -470 |
yes
|
no
|
cellular
| 19 |
nov
| 130 | 2 | 160 | 1 |
failure
| 0no
|
37 |
blue-collar
|
married
|
secondary
|
no
| 140 |
yes
|
yes
|
cellular
| 7 |
may
| 490 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
management
|
married
|
tertiary
|
no
| 2,793 |
no
|
no
|
cellular
| 20 |
nov
| 258 | 2 | -1 | 0 |
unknown
| 0no
|
37 |
management
|
married
|
tertiary
|
no
| 410 |
no
|
no
|
cellular
| 29 |
jan
| 337 | 2 | -1 | 0 |
unknown
| 0no
|
79 |
retired
|
divorced
|
unknown
|
no
| 2,628 |
no
|
no
|
telephone
| 8 |
jul
| 220 | 7 | 450 | 2 |
failure
| 0no
|
39 |
technician
|
married
|
secondary
|
no
| 116 |
no
|
no
|
cellular
| 24 |
aug
| 79 | 2 | 94 | 2 |
success
| 0no
|
47 |
services
|
married
|
secondary
|
no
| 0 |
yes
|
no
|
telephone
| 9 |
jul
| 250 | 1 | -1 | 0 |
unknown
| 0no
|
44 |
blue-collar
|
married
|
secondary
|
no
| 878 |
yes
|
no
|
cellular
| 2 |
jun
| 130 | 1 | -1 | 0 |
unknown
| 0no
|
36 |
management
|
single
|
tertiary
|
no
| 2,944 |
no
|
no
|
cellular
| 18 |
aug
| 882 | 8 | -1 | 0 |
unknown
| 1yes
|
33 |
blue-collar
|
single
|
secondary
|
no
| 3,975 |
yes
|
yes
|
cellular
| 17 |
apr
| 515 | 1 | 150 | 1 |
other
| 0no
|
42 |
services
|
married
|
secondary
|
no
| 96 |
yes
|
no
|
cellular
| 5 |
may
| 238 | 3 | 340 | 2 |
failure
| 0no
|
35 |
technician
|
single
|
tertiary
|
no
| 2,288 |
no
|
no
|
telephone
| 28 |
may
| 32 | 2 | -1 | 0 |
unknown
| 0no
|
31 |
blue-collar
|
married
|
secondary
|
no
| 472 |
yes
|
no
|
unknown
| 13 |
may
| 907 | 2 | -1 | 0 |
unknown
| 0no
|
58 |
services
|
married
|
primary
|
no
| 65 |
no
|
no
|
unknown
| 27 |
jun
| 162 | 1 | -1 | 0 |
unknown
| 0no
|
46 |
management
|
married
|
tertiary
|
no
| 0 |
no
|
no
|
unknown
| 7 |
may
| 70 | 2 | -1 | 0 |
unknown
| 0no
|
41 |
admin.
|
single
|
secondary
|
no
| 400 |
yes
|
no
|
unknown
| 4 |
jun
| 99 | 6 | -1 | 0 |
unknown
| 0no
|
58 |
technician
|
married
|
secondary
|
no
| 7,495 |
yes
|
no
|
unknown
| 13 |
may
| 325 | 1 | -1 | 0 |
unknown
| 0no
|
33 |
blue-collar
|
married
|
secondary
|
no
| 137 |
no
|
yes
|
cellular
| 18 |
jul
| 305 | 12 | -1 | 0 |
unknown
| 0no
|
31 |
unemployed
|
married
|
secondary
|
no
| 24 |
yes
|
no
|
cellular
| 19 |
nov
| 631 | 1 | -1 | 0 |
unknown
| 0no
|
55 |
technician
|
divorced
|
secondary
|
no
| 3,450 |
no
|
no
|
cellular
| 10 |
feb
| 169 | 1 | 183 | 1 |
failure
| 1yes
|
38 |
technician
|
single
|
secondary
|
no
| 311 |
yes
|
no
|
cellular
| 28 |
may
| 61 | 2 | -1 | 0 |
unknown
| 0no
|
55 |
housemaid
|
married
|
secondary
|
no
| 139 |
no
|
no
|
cellular
| 22 |
aug
| 256 | 2 | -1 | 0 |
unknown
| 0no
|
47 |
management
|
single
|
tertiary
|
no
| 0 |
no
|
no
|
unknown
| 11 |
jun
| 58 | 3 | -1 | 0 |
unknown
| 0no
|
51 |
housemaid
|
married
|
primary
|
no
| 492 |
yes
|
no
|
unknown
| 20 |
may
| 142 | 3 | -1 | 0 |
unknown
| 0no
|
46 |
management
|
single
|
tertiary
|
no
| 334 |
yes
|
no
|
telephone
| 4 |
may
| 36 | 6 | 90 | 2 |
other
| 0no
|
61 |
management
|
married
|
tertiary
|
no
| 997 |
no
|
no
|
cellular
| 10 |
mar
| 106 | 1 | -1 | 0 |
unknown
| 1yes
|
47 |
management
|
single
|
tertiary
|
no
| 440 |
no
|
no
|
cellular
| 21 |
aug
| 71 | 4 | -1 | 0 |
unknown
| 0no
|
34 |
technician
|
married
|
secondary
|
no
| 47 |
no
|
no
|
cellular
| 25 |
aug
| 132 | 6 | -1 | 0 |
unknown
| 0no
|
34 |
blue-collar
|
married
|
secondary
|
no
| 1,298 |
yes
|
no
|
unknown
| 20 |
may
| 120 | 1 | -1 | 0 |
unknown
| 0no
|
41 |
management
|
divorced
|
tertiary
|
no
| 3,355 |
no
|
no
|
cellular
| 14 |
oct
| 181 | 2 | 500 | 1 |
failure
| 0no
|
36 |
blue-collar
|
divorced
|
secondary
|
no
| -11 |
no
|
no
|
unknown
| 5 |
jun
| 152 | 2 | -1 | 0 |
unknown
| 0no
|
26 |
blue-collar
|
single
|
secondary
|
no
| 396 |
yes
|
no
|
unknown
| 28 |
may
| 302 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
management
|
married
|
tertiary
|
no
| 8 |
no
|
no
|
cellular
| 23 |
apr
| 93 | 3 | -1 | 0 |
unknown
| 1yes
|
36 |
blue-collar
|
married
|
secondary
|
no
| 1,409 |
no
|
no
|
unknown
| 17 |
jun
| 235 | 2 | -1 | 0 |
unknown
| 0no
|
26 |
management
|
single
|
tertiary
|
no
| 170 |
no
|
no
|
cellular
| 15 |
jun
| 129 | 1 | -1 | 0 |
unknown
| 1yes
|
58 |
management
|
married
|
primary
|
no
| 2,769 |
yes
|
no
|
cellular
| 11 |
jul
| 94 | 2 | -1 | 0 |
unknown
| 0no
|
50 |
blue-collar
|
married
|
secondary
|
no
| 2,320 |
yes
|
no
|
cellular
| 7 |
apr
| 310 | 1 | -1 | 0 |
unknown
| 0no
|
61 |
retired
|
married
|
secondary
|
no
| 76 |
yes
|
no
|
cellular
| 15 |
jul
| 195 | 7 | -1 | 0 |
unknown
| 0no
|
28 |
technician
|
single
|
secondary
|
no
| 2,034 |
yes
|
no
|
unknown
| 21 |
may
| 196 | 1 | -1 | 0 |
unknown
| 0no
|
49 |
blue-collar
|
single
|
primary
|
no
| 3,018 |
yes
|
no
|
unknown
| 15 |
may
| 93 | 1 | -1 | 0 |
unknown
| 0no
|
74 |
retired
|
married
|
secondary
|
no
| 921 |
no
|
no
|
telephone
| 17 |
apr
| 394 | 2 | -1 | 0 |
unknown
| 1yes
|
53 |
blue-collar
|
married
|
secondary
|
no
| 483 |
yes
|
no
|
cellular
| 3 |
feb
| 288 | 3 | -1 | 0 |
unknown
| 0no
|
46 |
self-employed
|
married
|
secondary
|
no
| 390 |
yes
|
no
|
cellular
| 31 |
jul
| 208 | 2 | -1 | 0 |
unknown
| 0no
|
47 |
management
|
married
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 27 |
oct
| 508 | 1 | -1 | 0 |
unknown
| 1yes
|
42 |
blue-collar
|
single
|
primary
|
no
| 92 |
no
|
no
|
cellular
| 30 |
jul
| 86 | 2 | -1 | 0 |
unknown
| 0no
|
56 |
services
|
married
|
secondary
|
no
| 22,196 |
yes
|
no
|
cellular
| 21 |
nov
| 189 | 1 | -1 | 0 |
unknown
| 0no
|
42 |
technician
|
married
|
secondary
|
no
| 2 |
no
|
no
|
unknown
| 29 |
may
| 249 | 2 | -1 | 0 |
unknown
| 0no
|
49 |
housemaid
|
married
|
primary
|
no
| 249 |
yes
|
no
|
cellular
| 21 |
nov
| 450 | 1 | -1 | 0 |
unknown
| 0no
|
43 |
unemployed
|
single
|
unknown
|
no
| 3,274 |
yes
|
no
|
cellular
| 22 |
may
| 680 | 1 | 95 | 1 |
failure
| 0no
|
39 |
services
|
married
|
secondary
|
no
| 5,731 |
yes
|
no
|
unknown
| 20 |
may
| 175 | 2 | -1 | 0 |
unknown
| 0no
|
66 |
retired
|
married
|
primary
|
no
| 206 |
no
|
no
|
cellular
| 9 |
feb
| 479 | 1 | -1 | 0 |
unknown
| 1yes
|
30 |
technician
|
single
|
tertiary
|
no
| 2,325 |
no
|
no
|
cellular
| 5 |
apr
| 270 | 3 | 241 | 4 |
other
| 0no
|
38 |
management
|
single
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 24 |
jul
| 164 | 1 | -1 | 0 |
unknown
| 0no
|
31 |
blue-collar
|
married
|
secondary
|
no
| 1,664 |
yes
|
no
|
cellular
| 20 |
apr
| 158 | 1 | 182 | 1 |
success
| 0no
|
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