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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
59 |
management
|
married
|
tertiary
|
no
| 1,831 |
no
|
no
|
cellular
| 17 |
feb
| 122 | 1 | 92 | 1 |
failure
| 0no
|
28 |
management
|
married
|
tertiary
|
no
| 1,480 |
yes
|
no
|
cellular
| 18 |
may
| 143 | 1 | -1 | 0 |
unknown
| 0no
|
48 |
management
|
married
|
tertiary
|
no
| 7,289 |
yes
|
no
|
cellular
| 2 |
feb
| 316 | 3 | -1 | 0 |
unknown
| 0no
|
55 |
blue-collar
|
married
|
unknown
|
no
| 1,665 |
no
|
no
|
telephone
| 30 |
jul
| 89 | 2 | -1 | 0 |
unknown
| 0no
|
37 |
blue-collar
|
single
|
primary
|
no
| 851 |
yes
|
no
|
cellular
| 15 |
may
| 151 | 1 | 352 | 1 |
failure
| 0no
|
41 |
management
|
married
|
tertiary
|
no
| 2,885 |
no
|
no
|
cellular
| 19 |
nov
| 40 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
blue-collar
|
married
|
secondary
|
no
| 137 |
no
|
yes
|
unknown
| 4 |
oct
| 5 | 1 | 808 | 12 |
failure
| 0no
|
34 |
blue-collar
|
single
|
secondary
|
no
| 1,239 |
yes
|
no
|
cellular
| 18 |
jul
| 90 | 1 | -1 | 0 |
unknown
| 0no
|
43 |
management
|
single
|
tertiary
|
no
| 146 |
no
|
no
|
cellular
| 21 |
nov
| 50 | 1 | 113 | 5 |
other
| 0no
|
59 |
technician
|
married
|
secondary
|
no
| 1 |
no
|
no
|
cellular
| 15 |
apr
| 159 | 2 | 378 | 3 |
failure
| 1yes
|
50 |
blue-collar
|
divorced
|
primary
|
no
| -10 |
no
|
yes
|
cellular
| 10 |
jul
| 369 | 6 | -1 | 0 |
unknown
| 0no
|
37 |
technician
|
married
|
secondary
|
no
| 480 |
no
|
no
|
cellular
| 22 |
oct
| 344 | 2 | 182 | 8 |
other
| 1yes
|
35 |
technician
|
married
|
secondary
|
no
| 2,789 |
yes
|
no
|
cellular
| 4 |
sep
| 256 | 2 | 94 | 1 |
failure
| 0no
|
50 |
technician
|
single
|
secondary
|
no
| 3,897 |
no
|
no
|
cellular
| 26 |
oct
| 298 | 1 | -1 | 0 |
unknown
| 0no
|
36 |
technician
|
divorced
|
secondary
|
no
| 487 |
no
|
yes
|
cellular
| 11 |
aug
| 268 | 3 | -1 | 0 |
unknown
| 0no
|
41 |
admin.
|
married
|
secondary
|
no
| 5,110 |
yes
|
no
|
cellular
| 13 |
apr
| 231 | 1 | -1 | 0 |
unknown
| 0no
|
28 |
management
|
married
|
tertiary
|
no
| 318 |
yes
|
no
|
unknown
| 27 |
may
| 4 | 4 | -1 | 0 |
unknown
| 0no
|
42 |
technician
|
single
|
tertiary
|
no
| -411 |
yes
|
no
|
cellular
| 12 |
may
| 78 | 5 | 292 | 3 |
failure
| 0no
|
60 |
retired
|
married
|
secondary
|
no
| 4,820 |
no
|
no
|
unknown
| 5 |
jun
| 419 | 1 | -1 | 0 |
unknown
| 0no
|
28 |
management
|
single
|
tertiary
|
no
| 4,937 |
yes
|
no
|
telephone
| 13 |
may
| 421 | 3 | -1 | 0 |
unknown
| 0no
|
48 |
entrepreneur
|
married
|
secondary
|
no
| 725 |
no
|
yes
|
cellular
| 10 |
jul
| 105 | 1 | -1 | 0 |
unknown
| 0no
|
51 |
entrepreneur
|
married
|
tertiary
|
no
| 5,403 |
no
|
no
|
unknown
| 6 |
jun
| 42 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
technician
|
married
|
tertiary
|
no
| 4,089 |
no
|
no
|
cellular
| 26 |
may
| 114 | 7 | 287 | 3 |
failure
| 0no
|
35 |
technician
|
married
|
tertiary
|
no
| 188 |
no
|
no
|
cellular
| 26 |
aug
| 286 | 2 | -1 | 0 |
unknown
| 0no
|
37 |
technician
|
married
|
unknown
|
no
| 189 |
no
|
no
|
cellular
| 1 |
oct
| 238 | 1 | 107 | 2 |
success
| 1yes
|
38 |
blue-collar
|
divorced
|
secondary
|
no
| 2,998 |
yes
|
no
|
unknown
| 11 |
jun
| 91 | 1 | -1 | 0 |
unknown
| 0no
|
77 |
retired
|
married
|
secondary
|
no
| 610 |
no
|
no
|
cellular
| 13 |
aug
| 766 | 3 | -1 | 0 |
unknown
| 0no
|
32 |
management
|
single
|
unknown
|
no
| 787 |
no
|
no
|
cellular
| 28 |
jan
| 92 | 1 | -1 | 0 |
unknown
| 0no
|
43 |
technician
|
divorced
|
secondary
|
no
| 167 |
no
|
no
|
cellular
| 4 |
aug
| 211 | 3 | -1 | 0 |
unknown
| 0no
|
36 |
management
|
single
|
tertiary
|
no
| 243 |
yes
|
no
|
cellular
| 7 |
may
| 160 | 2 | 360 | 3 |
failure
| 0no
|
29 |
management
|
married
|
tertiary
|
no
| 877 |
no
|
no
|
cellular
| 3 |
feb
| 166 | 3 | -1 | 0 |
unknown
| 0no
|
32 |
admin.
|
single
|
secondary
|
no
| 2,817 |
yes
|
no
|
cellular
| 21 |
nov
| 195 | 1 | -1 | 0 |
unknown
| 0no
|
41 |
management
|
divorced
|
tertiary
|
no
| 4,567 |
yes
|
yes
|
cellular
| 16 |
jul
| 106 | 1 | -1 | 0 |
unknown
| 0no
|
26 |
services
|
single
|
secondary
|
no
| 127 |
yes
|
yes
|
cellular
| 23 |
jul
| 85 | 3 | -1 | 0 |
unknown
| 0no
|
34 |
blue-collar
|
married
|
primary
|
no
| 176 |
no
|
no
|
cellular
| 24 |
jul
| 78 | 1 | -1 | 0 |
unknown
| 0no
|
57 |
retired
|
married
|
tertiary
|
no
| 0 |
yes
|
yes
|
unknown
| 28 |
may
| 648 | 1 | -1 | 0 |
unknown
| 1yes
|
36 |
services
|
single
|
secondary
|
no
| 1,482 |
yes
|
no
|
cellular
| 18 |
nov
| 177 | 2 | 174 | 1 |
other
| 0no
|
42 |
blue-collar
|
married
|
secondary
|
no
| 3,052 |
yes
|
no
|
unknown
| 27 |
may
| 32 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
technician
|
divorced
|
secondary
|
no
| 56 |
no
|
no
|
cellular
| 29 |
aug
| 24 | 12 | -1 | 0 |
unknown
| 0no
|
52 |
entrepreneur
|
divorced
|
primary
|
no
| 278 |
yes
|
no
|
unknown
| 7 |
may
| 688 | 2 | -1 | 0 |
unknown
| 0no
|
36 |
management
|
single
|
tertiary
|
no
| 3,875 |
yes
|
no
|
unknown
| 27 |
may
| 21 | 5 | -1 | 0 |
unknown
| 0no
|
46 |
technician
|
married
|
secondary
|
no
| -337 |
yes
|
no
|
unknown
| 27 |
may
| 112 | 1 | -1 | 0 |
unknown
| 0no
|
60 |
management
|
divorced
|
tertiary
|
no
| 366 |
no
|
no
|
cellular
| 3 |
jun
| 593 | 1 | -1 | 0 |
unknown
| 1yes
|
57 |
housemaid
|
married
|
primary
|
no
| 501 |
yes
|
yes
|
cellular
| 7 |
aug
| 59 | 2 | -1 | 0 |
unknown
| 0no
|
48 |
management
|
married
|
tertiary
|
no
| 998 |
yes
|
no
|
cellular
| 29 |
jan
| 121 | 3 | -1 | 0 |
unknown
| 0no
|
59 |
self-employed
|
married
|
primary
|
no
| 0 |
yes
|
no
|
telephone
| 28 |
jul
| 97 | 2 | -1 | 0 |
unknown
| 0no
|
39 |
management
|
married
|
tertiary
|
no
| 246 |
no
|
no
|
cellular
| 11 |
aug
| 86 | 2 | -1 | 0 |
unknown
| 0no
|
44 |
blue-collar
|
married
|
secondary
|
no
| -182 |
yes
|
yes
|
cellular
| 14 |
may
| 10 | 10 | -1 | 0 |
unknown
| 0no
|
27 |
management
|
single
|
tertiary
|
no
| 446 |
no
|
no
|
cellular
| 23 |
jun
| 205 | 3 | -1 | 0 |
unknown
| 0no
|
59 |
retired
|
married
|
secondary
|
no
| 1,173 |
no
|
no
|
unknown
| 9 |
jun
| 77 | 2 | -1 | 0 |
unknown
| 0no
|
36 |
technician
|
divorced
|
secondary
|
no
| 5,957 |
yes
|
no
|
cellular
| 18 |
nov
| 138 | 2 | -1 | 0 |
unknown
| 0no
|
44 |
admin.
|
married
|
secondary
|
no
| 205 |
no
|
no
|
cellular
| 3 |
nov
| 289 | 1 | -1 | 0 |
unknown
| 1yes
|
50 |
admin.
|
married
|
secondary
|
no
| 0 |
no
|
no
|
cellular
| 4 |
aug
| 86 | 4 | -1 | 0 |
unknown
| 0no
|
41 |
management
|
divorced
|
tertiary
|
no
| 369 |
yes
|
no
|
telephone
| 22 |
aug
| 9 | 3 | -1 | 0 |
unknown
| 0no
|
47 |
admin.
|
married
|
secondary
|
no
| 1,934 |
no
|
yes
|
cellular
| 14 |
may
| 225 | 1 | 364 | 1 |
failure
| 0no
|
32 |
technician
|
single
|
tertiary
|
no
| 259 |
no
|
no
|
cellular
| 22 |
jul
| 407 | 4 | -1 | 0 |
unknown
| 0no
|
38 |
blue-collar
|
married
|
secondary
|
no
| 284 |
yes
|
yes
|
unknown
| 3 |
jun
| 1,030 | 6 | -1 | 0 |
unknown
| 0no
|
55 |
blue-collar
|
married
|
unknown
|
no
| 23 |
no
|
no
|
cellular
| 13 |
aug
| 123 | 2 | -1 | 0 |
unknown
| 0no
|
38 |
management
|
single
|
tertiary
|
no
| 1,373 |
no
|
no
|
cellular
| 22 |
oct
| 119 | 4 | -1 | 0 |
unknown
| 0no
|
31 |
management
|
single
|
tertiary
|
no
| 62 |
yes
|
no
|
cellular
| 18 |
may
| 175 | 1 | 293 | 5 |
failure
| 0no
|
38 |
blue-collar
|
divorced
|
secondary
|
no
| 157 |
no
|
no
|
unknown
| 9 |
jun
| 299 | 5 | -1 | 0 |
unknown
| 0no
|
29 |
unemployed
|
single
|
tertiary
|
no
| 991 |
no
|
no
|
cellular
| 5 |
feb
| 563 | 1 | -1 | 0 |
unknown
| 0no
|
55 |
services
|
married
|
secondary
|
no
| 186 |
yes
|
yes
|
unknown
| 9 |
may
| 241 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
unemployed
|
married
|
secondary
|
no
| 977 |
yes
|
no
|
cellular
| 4 |
may
| 52 | 4 | 91 | 1 |
other
| 0no
|
40 |
self-employed
|
single
|
tertiary
|
no
| 2,893 |
no
|
no
|
cellular
| 2 |
jun
| 76 | 3 | -1 | 0 |
unknown
| 0no
|
34 |
blue-collar
|
married
|
secondary
|
no
| 1,897 |
yes
|
yes
|
cellular
| 19 |
nov
| 441 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
technician
|
single
|
tertiary
|
no
| 5,514 |
no
|
no
|
cellular
| 22 |
apr
| 319 | 1 | 182 | 1 |
success
| 1yes
|
33 |
blue-collar
|
married
|
secondary
|
no
| 889 |
yes
|
no
|
unknown
| 18 |
sep
| 13 | 1 | 373 | 6 |
success
| 0no
|
33 |
management
|
married
|
tertiary
|
no
| 273 |
yes
|
no
|
unknown
| 16 |
may
| 803 | 1 | -1 | 0 |
unknown
| 1yes
|
37 |
admin.
|
married
|
secondary
|
no
| 1,193 |
no
|
no
|
cellular
| 12 |
may
| 396 | 2 | -1 | 0 |
unknown
| 0no
|
58 |
management
|
married
|
tertiary
|
no
| 2,729 |
no
|
no
|
unknown
| 18 |
jun
| 188 | 1 | -1 | 0 |
unknown
| 0no
|
36 |
admin.
|
single
|
secondary
|
no
| 0 |
no
|
no
|
cellular
| 20 |
apr
| 637 | 1 | -1 | 0 |
unknown
| 0no
|
42 |
blue-collar
|
married
|
secondary
|
no
| 230 |
yes
|
no
|
unknown
| 5 |
jun
| 175 | 7 | -1 | 0 |
unknown
| 0no
|
34 |
technician
|
single
|
secondary
|
no
| 2,729 |
yes
|
no
|
cellular
| 6 |
apr
| 945 | 1 | 139 | 1 |
success
| 0no
|
35 |
management
|
married
|
tertiary
|
no
| 317 |
yes
|
no
|
unknown
| 23 |
may
| 162 | 3 | -1 | 0 |
unknown
| 0no
|
60 |
housemaid
|
married
|
primary
|
no
| 517 |
no
|
no
|
unknown
| 12 |
jun
| 1,178 | 3 | -1 | 0 |
unknown
| 0no
|
50 |
management
|
married
|
tertiary
|
no
| -470 |
yes
|
no
|
cellular
| 8 |
may
| 506 | 2 | 170 | 3 |
failure
| 0no
|
28 |
self-employed
|
single
|
tertiary
|
no
| 4,579 |
no
|
no
|
cellular
| 12 |
jan
| 409 | 2 | -1 | 0 |
unknown
| 1yes
|
27 |
blue-collar
|
divorced
|
secondary
|
no
| 1 |
yes
|
no
|
cellular
| 14 |
jul
| 116 | 3 | -1 | 0 |
unknown
| 0no
|
37 |
management
|
married
|
tertiary
|
no
| 5,106 |
no
|
no
|
cellular
| 30 |
apr
| 244 | 1 | -1 | 0 |
unknown
| 1yes
|
31 |
technician
|
married
|
tertiary
|
no
| 636 |
yes
|
no
|
cellular
| 4 |
may
| 352 | 4 | -1 | 0 |
unknown
| 1yes
|
34 |
services
|
married
|
secondary
|
no
| 1,076 |
no
|
no
|
cellular
| 12 |
may
| 152 | 1 | 182 | 6 |
success
| 1yes
|
38 |
management
|
married
|
tertiary
|
no
| 126 |
yes
|
no
|
unknown
| 21 |
may
| 164 | 2 | -1 | 0 |
unknown
| 0no
|
32 |
self-employed
|
married
|
secondary
|
no
| -33 |
yes
|
no
|
unknown
| 28 |
may
| 234 | 3 | -1 | 0 |
unknown
| 0no
|
37 |
technician
|
married
|
secondary
|
no
| 430 |
no
|
no
|
cellular
| 27 |
aug
| 154 | 4 | -1 | 0 |
unknown
| 0no
|
33 |
admin.
|
married
|
secondary
|
no
| -6 |
yes
|
no
|
unknown
| 7 |
may
| 566 | 2 | -1 | 0 |
unknown
| 0no
|
71 |
technician
|
married
|
tertiary
|
no
| 383 |
no
|
no
|
cellular
| 27 |
oct
| 327 | 2 | 183 | 3 |
success
| 0no
|
27 |
technician
|
married
|
secondary
|
no
| 130 |
yes
|
no
|
cellular
| 7 |
may
| 265 | 3 | -1 | 0 |
unknown
| 0no
|
38 |
blue-collar
|
married
|
primary
|
no
| 2,569 |
no
|
no
|
unknown
| 9 |
jun
| 172 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
technician
|
single
|
secondary
|
no
| 201 |
no
|
no
|
cellular
| 22 |
jul
| 257 | 2 | -1 | 0 |
unknown
| 0no
|
54 |
retired
|
divorced
|
tertiary
|
no
| 0 |
no
|
no
|
unknown
| 13 |
may
| 618 | 1 | -1 | 0 |
unknown
| 1yes
|
30 |
blue-collar
|
married
|
secondary
|
no
| 6 |
yes
|
no
|
cellular
| 28 |
jan
| 241 | 3 | -1 | 0 |
unknown
| 0no
|
35 |
entrepreneur
|
single
|
secondary
|
no
| 475 |
no
|
yes
|
cellular
| 21 |
jul
| 936 | 4 | -1 | 0 |
unknown
| 0no
|
33 |
blue-collar
|
single
|
secondary
|
no
| 706 |
yes
|
no
|
cellular
| 7 |
apr
| 329 | 1 | 322 | 1 |
failure
| 0no
|
36 |
management
|
married
|
secondary
|
no
| 1,825 |
yes
|
no
|
cellular
| 14 |
may
| 24 | 1 | 346 | 1 |
failure
| 0no
|
59 |
self-employed
|
married
|
tertiary
|
no
| 185 |
no
|
no
|
cellular
| 22 |
jun
| 177 | 5 | 138 | 1 |
failure
| 0no
|
72 |
blue-collar
|
married
|
primary
|
no
| 4,415 |
no
|
no
|
telephone
| 13 |
oct
| 120 | 1 | -1 | 0 |
unknown
| 0no
|
64 |
management
|
married
|
tertiary
|
no
| 679 |
no
|
no
|
telephone
| 22 |
apr
| 135 | 3 | -1 | 0 |
unknown
| 0no
|
53 |
technician
|
divorced
|
secondary
|
no
| 320 |
no
|
no
|
cellular
| 9 |
jul
| 175 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
management
|
single
|
tertiary
|
no
| 2,988 |
yes
|
no
|
cellular
| 25 |
may
| 179 | 1 | -1 | 0 |
unknown
| 0no
|
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