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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
54 |
management
|
married
|
tertiary
|
no
| 2,960 |
yes
|
no
|
cellular
| 20 |
nov
| 83 | 1 | -1 | 0 |
unknown
| 0no
|
29 |
unemployed
|
single
|
secondary
|
no
| 486 |
no
|
no
|
telephone
| 30 |
apr
| 95 | 1 | -1 | 0 |
unknown
| 0no
|
51 |
retired
|
divorced
|
secondary
|
no
| 343 |
yes
|
no
|
unknown
| 30 |
may
| 78 | 2 | -1 | 0 |
unknown
| 0no
|
40 |
unemployed
|
divorced
|
secondary
|
no
| 507 |
yes
|
no
|
cellular
| 2 |
feb
| 134 | 1 | 266 | 7 |
failure
| 0no
|
35 |
management
|
single
|
tertiary
|
no
| 5,958 |
yes
|
no
|
cellular
| 22 |
mar
| 215 | 1 | -1 | 0 |
unknown
| 1yes
|
25 |
student
|
single
|
secondary
|
no
| 304 |
no
|
no
|
cellular
| 26 |
may
| 226 | 2 | -1 | 0 |
unknown
| 1yes
|
32 |
blue-collar
|
single
|
secondary
|
no
| 118 |
yes
|
no
|
cellular
| 17 |
jul
| 1,275 | 1 | -1 | 0 |
unknown
| 1yes
|
30 |
self-employed
|
married
|
secondary
|
no
| 123 |
no
|
yes
|
unknown
| 17 |
jul
| 66 | 1 | 85 | 5 |
other
| 0no
|
38 |
management
|
married
|
tertiary
|
no
| 76 |
yes
|
no
|
cellular
| 7 |
jul
| 196 | 3 | -1 | 0 |
unknown
| 0no
|
46 |
admin.
|
married
|
secondary
|
no
| 70 |
yes
|
no
|
cellular
| 27 |
mar
| 229 | 2 | -1 | 0 |
unknown
| 1yes
|
43 |
unemployed
|
married
|
primary
|
no
| 960 |
yes
|
yes
|
unknown
| 15 |
may
| 241 | 2 | -1 | 0 |
unknown
| 0no
|
32 |
technician
|
single
|
tertiary
|
no
| 2,185 |
no
|
no
|
cellular
| 20 |
nov
| 354 | 2 | -1 | 0 |
unknown
| 0no
|
29 |
blue-collar
|
single
|
secondary
|
no
| 309 |
yes
|
no
|
cellular
| 11 |
may
| 471 | 3 | -1 | 0 |
unknown
| 0no
|
56 |
blue-collar
|
married
|
secondary
|
no
| 2,190 |
no
|
yes
|
cellular
| 30 |
jan
| 90 | 2 | 232 | 1 |
failure
| 0no
|
57 |
technician
|
married
|
primary
|
no
| 0 |
no
|
no
|
unknown
| 5 |
jun
| 58 | 8 | -1 | 0 |
unknown
| 0no
|
38 |
admin.
|
married
|
secondary
|
no
| 3,732 |
yes
|
no
|
unknown
| 21 |
may
| 379 | 2 | -1 | 0 |
unknown
| 0no
|
51 |
technician
|
married
|
primary
|
no
| 1,550 |
no
|
no
|
unknown
| 20 |
jun
| 12 | 5 | -1 | 0 |
unknown
| 0no
|
35 |
admin.
|
single
|
tertiary
|
no
| 62 |
no
|
yes
|
cellular
| 30 |
apr
| 67 | 1 | -1 | 0 |
unknown
| 0no
|
37 |
blue-collar
|
married
|
primary
|
no
| 704 |
no
|
no
|
unknown
| 18 |
jun
| 165 | 7 | -1 | 0 |
unknown
| 0no
|
48 |
management
|
married
|
secondary
|
no
| 4,415 |
yes
|
no
|
cellular
| 8 |
apr
| 1,032 | 3 | 141 | 7 |
failure
| 1yes
|
30 |
blue-collar
|
single
|
secondary
|
yes
| 4 |
yes
|
no
|
unknown
| 23 |
may
| 84 | 3 | -1 | 0 |
unknown
| 0no
|
60 |
retired
|
married
|
secondary
|
no
| 262 |
no
|
no
|
cellular
| 18 |
aug
| 393 | 4 | -1 | 0 |
unknown
| 0no
|
56 |
management
|
married
|
secondary
|
no
| 238 |
yes
|
no
|
cellular
| 19 |
nov
| 808 | 1 | -1 | 0 |
unknown
| 0no
|
45 |
blue-collar
|
married
|
primary
|
no
| 97 |
yes
|
no
|
unknown
| 7 |
may
| 923 | 3 | -1 | 0 |
unknown
| 0no
|
38 |
technician
|
divorced
|
secondary
|
no
| 410 |
no
|
no
|
cellular
| 11 |
aug
| 63 | 6 | -1 | 0 |
unknown
| 0no
|
20 |
student
|
single
|
secondary
|
no
| 1,191 |
no
|
no
|
cellular
| 12 |
feb
| 274 | 1 | -1 | 0 |
unknown
| 0no
|
59 |
retired
|
married
|
primary
|
no
| -47 |
yes
|
no
|
cellular
| 27 |
aug
| 84 | 4 | -1 | 0 |
unknown
| 0no
|
34 |
technician
|
married
|
tertiary
|
no
| 197 |
no
|
no
|
cellular
| 20 |
aug
| 78 | 3 | -1 | 0 |
unknown
| 1yes
|
36 |
blue-collar
|
married
|
unknown
|
no
| 6 |
no
|
no
|
unknown
| 20 |
jun
| 41 | 7 | -1 | 0 |
unknown
| 0no
|
53 |
admin.
|
single
|
secondary
|
no
| 2,398 |
yes
|
no
|
cellular
| 2 |
aug
| 317 | 1 | 180 | 2 |
failure
| 1yes
|
51 |
management
|
married
|
tertiary
|
no
| 630 |
yes
|
no
|
cellular
| 5 |
may
| 138 | 1 | -1 | 0 |
unknown
| 0no
|
58 |
retired
|
married
|
secondary
|
no
| 235 |
no
|
no
|
cellular
| 27 |
aug
| 88 | 4 | -1 | 0 |
unknown
| 0no
|
48 |
management
|
married
|
primary
|
no
| 1,910 |
yes
|
no
|
unknown
| 29 |
may
| 413 | 2 | -1 | 0 |
unknown
| 0no
|
56 |
management
|
married
|
tertiary
|
no
| 3,172 |
yes
|
no
|
cellular
| 5 |
feb
| 139 | 1 | -1 | 0 |
unknown
| 0no
|
51 |
blue-collar
|
married
|
primary
|
no
| 872 |
no
|
no
|
cellular
| 8 |
aug
| 82 | 2 | -1 | 0 |
unknown
| 0no
|
35 |
blue-collar
|
married
|
secondary
|
no
| 407 |
yes
|
no
|
cellular
| 20 |
apr
| 12 | 6 | -1 | 0 |
unknown
| 0no
|
40 |
admin.
|
single
|
secondary
|
no
| 100 |
yes
|
no
|
cellular
| 11 |
aug
| 221 | 1 | 461 | 1 |
success
| 1yes
|
59 |
housemaid
|
married
|
secondary
|
no
| 345 |
no
|
no
|
unknown
| 9 |
jun
| 38 | 1 | -1 | 0 |
unknown
| 0no
|
44 |
management
|
divorced
|
tertiary
|
no
| 2,058 |
no
|
yes
|
cellular
| 21 |
nov
| 661 | 1 | -1 | 0 |
unknown
| 0no
|
49 |
housemaid
|
married
|
primary
|
no
| 889 |
no
|
no
|
telephone
| 7 |
jul
| 388 | 1 | -1 | 0 |
unknown
| 1yes
|
35 |
admin.
|
married
|
tertiary
|
no
| 0 |
yes
|
no
|
cellular
| 28 |
jul
| 151 | 7 | -1 | 0 |
unknown
| 0no
|
41 |
management
|
married
|
tertiary
|
no
| 51 |
no
|
no
|
cellular
| 25 |
aug
| 140 | 8 | -1 | 0 |
unknown
| 0no
|
55 |
retired
|
married
|
primary
|
no
| 150 |
no
|
no
|
cellular
| 8 |
jul
| 124 | 1 | -1 | 0 |
unknown
| 0no
|
51 |
self-employed
|
married
|
secondary
|
yes
| 34 |
no
|
yes
|
cellular
| 7 |
jul
| 200 | 1 | -1 | 0 |
unknown
| 0no
|
27 |
services
|
single
|
secondary
|
no
| 795 |
no
|
no
|
cellular
| 6 |
feb
| 101 | 3 | -1 | 0 |
unknown
| 0no
|
57 |
blue-collar
|
married
|
primary
|
no
| 282 |
no
|
yes
|
cellular
| 7 |
jul
| 261 | 12 | -1 | 0 |
unknown
| 0no
|
51 |
management
|
single
|
tertiary
|
no
| 2,139 |
no
|
no
|
cellular
| 17 |
nov
| 176 | 2 | -1 | 0 |
unknown
| 0no
|
38 |
management
|
married
|
tertiary
|
no
| -469 |
yes
|
no
|
unknown
| 16 |
jun
| 209 | 12 | -1 | 0 |
unknown
| 0no
|
49 |
admin.
|
married
|
secondary
|
no
| 197 |
yes
|
no
|
cellular
| 13 |
apr
| 223 | 1 | 182 | 2 |
failure
| 1yes
|
40 |
technician
|
single
|
tertiary
|
no
| 825 |
yes
|
no
|
cellular
| 20 |
apr
| 38 | 1 | 335 | 1 |
other
| 0no
|
47 |
housemaid
|
single
|
tertiary
|
no
| 3,232 |
no
|
no
|
telephone
| 6 |
oct
| 541 | 1 | 204 | 3 |
failure
| 0no
|
48 |
management
|
divorced
|
secondary
|
no
| 1,598 |
yes
|
no
|
unknown
| 29 |
may
| 84 | 1 | -1 | 0 |
unknown
| 0no
|
47 |
services
|
married
|
tertiary
|
no
| 871 |
no
|
no
|
cellular
| 22 |
aug
| 602 | 9 | -1 | 0 |
unknown
| 0no
|
56 |
services
|
married
|
secondary
|
no
| 83 |
no
|
no
|
cellular
| 27 |
aug
| 26 | 11 | -1 | 0 |
unknown
| 0no
|
29 |
management
|
single
|
tertiary
|
no
| 1,445 |
no
|
no
|
cellular
| 26 |
apr
| 328 | 2 | 143 | 2 |
success
| 1yes
|
38 |
technician
|
married
|
secondary
|
no
| 226 |
yes
|
no
|
unknown
| 30 |
may
| 762 | 3 | -1 | 0 |
unknown
| 1yes
|
32 |
management
|
married
|
tertiary
|
no
| -55 |
yes
|
no
|
cellular
| 26 |
aug
| 107 | 4 | -1 | 0 |
unknown
| 0no
|
42 |
admin.
|
single
|
secondary
|
no
| 243 |
yes
|
no
|
unknown
| 14 |
may
| 46 | 5 | -1 | 0 |
unknown
| 0no
|
30 |
blue-collar
|
married
|
primary
|
no
| -336 |
no
|
no
|
cellular
| 10 |
jul
| 128 | 6 | -1 | 0 |
unknown
| 0no
|
26 |
admin.
|
single
|
tertiary
|
no
| 3,672 |
yes
|
no
|
unknown
| 29 |
may
| 360 | 5 | -1 | 0 |
unknown
| 0no
|
35 |
technician
|
married
|
secondary
|
no
| 0 |
yes
|
no
|
cellular
| 9 |
nov
| 524 | 1 | 96 | 5 |
success
| 1yes
|
35 |
technician
|
married
|
secondary
|
no
| 251 |
yes
|
yes
|
unknown
| 1 |
jul
| 128 | 3 | -1 | 0 |
unknown
| 0no
|
35 |
self-employed
|
single
|
tertiary
|
no
| 44 |
no
|
no
|
cellular
| 7 |
sep
| 310 | 2 | 96 | 2 |
other
| 0no
|
57 |
blue-collar
|
married
|
secondary
|
no
| 2,887 |
no
|
no
|
cellular
| 21 |
aug
| 819 | 10 | -1 | 0 |
unknown
| 1yes
|
29 |
admin.
|
single
|
secondary
|
no
| 1,992 |
no
|
no
|
cellular
| 8 |
jul
| 202 | 1 | 87 | 2 |
failure
| 0no
|
32 |
blue-collar
|
single
|
secondary
|
no
| 2 |
no
|
no
|
unknown
| 9 |
may
| 144 | 2 | -1 | 0 |
unknown
| 0no
|
45 |
technician
|
married
|
secondary
|
no
| 1,415 |
yes
|
no
|
cellular
| 24 |
jul
| 311 | 1 | -1 | 0 |
unknown
| 0no
|
51 |
management
|
single
|
tertiary
|
no
| 297 |
yes
|
no
|
cellular
| 15 |
may
| 415 | 4 | 375 | 1 |
failure
| 1yes
|
31 |
technician
|
single
|
secondary
|
no
| 1,094 |
yes
|
no
|
unknown
| 12 |
jun
| 93 | 8 | -1 | 0 |
unknown
| 0no
|
50 |
self-employed
|
married
|
unknown
|
no
| -84 |
yes
|
no
|
unknown
| 6 |
may
| 101 | 1 | -1 | 0 |
unknown
| 0no
|
38 |
blue-collar
|
single
|
secondary
|
no
| -1 |
yes
|
no
|
unknown
| 7 |
may
| 72 | 1 | -1 | 0 |
unknown
| 0no
|
37 |
management
|
married
|
tertiary
|
no
| 347 |
yes
|
no
|
cellular
| 22 |
jul
| 282 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
management
|
married
|
tertiary
|
no
| 1,253 |
yes
|
no
|
unknown
| 19 |
may
| 210 | 2 | -1 | 0 |
unknown
| 0no
|
37 |
unemployed
|
married
|
unknown
|
no
| 4,565 |
no
|
no
|
cellular
| 4 |
sep
| 369 | 1 | -1 | 0 |
unknown
| 0no
|
28 |
management
|
single
|
tertiary
|
no
| 781 |
no
|
no
|
cellular
| 9 |
apr
| 125 | 6 | -1 | 0 |
unknown
| 0no
|
38 |
management
|
married
|
tertiary
|
no
| 7,124 |
no
|
no
|
unknown
| 16 |
jun
| 301 | 6 | -1 | 0 |
unknown
| 0no
|
43 |
management
|
married
|
secondary
|
no
| 17,555 |
no
|
no
|
cellular
| 26 |
aug
| 14 | 14 | -1 | 0 |
unknown
| 0no
|
43 |
management
|
married
|
unknown
|
no
| 5,172 |
yes
|
no
|
unknown
| 29 |
may
| 57 | 3 | -1 | 0 |
unknown
| 0no
|
56 |
management
|
married
|
tertiary
|
no
| 15,520 |
no
|
no
|
cellular
| 18 |
nov
| 420 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
technician
|
single
|
tertiary
|
no
| 13,711 |
yes
|
no
|
cellular
| 14 |
may
| 638 | 1 | 175 | 3 |
success
| 0no
|
58 |
management
|
divorced
|
tertiary
|
no
| 1,533 |
no
|
no
|
unknown
| 15 |
may
| 137 | 2 | -1 | 0 |
unknown
| 0no
|
47 |
management
|
married
|
tertiary
|
no
| 286 |
no
|
no
|
cellular
| 22 |
aug
| 557 | 7 | -1 | 0 |
unknown
| 0no
|
31 |
blue-collar
|
single
|
secondary
|
no
| -219 |
yes
|
no
|
unknown
| 30 |
may
| 66 | 2 | -1 | 0 |
unknown
| 0no
|
38 |
management
|
married
|
tertiary
|
no
| 0 |
yes
|
no
|
unknown
| 20 |
may
| 206 | 1 | -1 | 0 |
unknown
| 0no
|
50 |
blue-collar
|
married
|
secondary
|
no
| 810 |
yes
|
no
|
unknown
| 14 |
may
| 19 | 14 | -1 | 0 |
unknown
| 0no
|
32 |
blue-collar
|
married
|
secondary
|
no
| 300 |
no
|
no
|
cellular
| 6 |
feb
| 166 | 2 | -1 | 0 |
unknown
| 0no
|
37 |
services
|
single
|
secondary
|
no
| 1,175 |
yes
|
no
|
cellular
| 15 |
may
| 102 | 1 | 333 | 2 |
failure
| 0no
|
39 |
management
|
married
|
tertiary
|
no
| 0 |
yes
|
no
|
unknown
| 2 |
jun
| 46 | 2 | -1 | 0 |
unknown
| 0no
|
40 |
services
|
married
|
secondary
|
no
| 113 |
yes
|
no
|
unknown
| 4 |
jun
| 126 | 1 | -1 | 0 |
unknown
| 0no
|
41 |
blue-collar
|
married
|
secondary
|
no
| 641 |
yes
|
no
|
unknown
| 13 |
may
| 161 | 1 | -1 | 0 |
unknown
| 0no
|
45 |
technician
|
married
|
secondary
|
no
| 1,477 |
yes
|
no
|
cellular
| 8 |
jul
| 355 | 1 | -1 | 0 |
unknown
| 0no
|
31 |
admin.
|
married
|
secondary
|
no
| 0 |
yes
|
no
|
unknown
| 14 |
may
| 40 | 2 | -1 | 0 |
unknown
| 0no
|
54 |
services
|
married
|
primary
|
no
| 8 |
yes
|
no
|
cellular
| 14 |
may
| 143 | 1 | -1 | 0 |
unknown
| 0no
|
39 |
admin.
|
divorced
|
secondary
|
no
| 399 |
yes
|
yes
|
cellular
| 14 |
aug
| 133 | 2 | -1 | 0 |
unknown
| 0no
|
56 |
admin.
|
divorced
|
secondary
|
yes
| -435 |
yes
|
yes
|
unknown
| 9 |
may
| 185 | 2 | -1 | 0 |
unknown
| 0no
|
35 |
admin.
|
single
|
secondary
|
no
| 2,830 |
no
|
no
|
unknown
| 20 |
jun
| 22 | 12 | -1 | 0 |
unknown
| 0no
|
34 |
management
|
married
|
secondary
|
no
| 15 |
no
|
no
|
cellular
| 25 |
aug
| 184 | 7 | -1 | 0 |
unknown
| 0no
|
31 |
technician
|
single
|
secondary
|
no
| 125 |
no
|
no
|
cellular
| 22 |
aug
| 78 | 2 | -1 | 0 |
unknown
| 0no
|
38 |
technician
|
married
|
tertiary
|
no
| 45 |
no
|
no
|
cellular
| 22 |
jul
| 125 | 4 | -1 | 0 |
unknown
| 0no
|
41 |
technician
|
married
|
tertiary
|
no
| 13 |
no
|
no
|
unknown
| 5 |
jun
| 189 | 2 | -1 | 0 |
unknown
| 0no
|
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