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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
50 |
management
|
married
|
tertiary
|
no
| 2,881 |
no
|
no
|
cellular
| 5 |
aug
| 510 | 2 | 2 | 5 |
other
| 0no
|
30 |
blue-collar
|
single
|
secondary
|
no
| 445 |
yes
|
no
|
cellular
| 16 |
apr
| 218 | 1 | 330 | 2 |
failure
| 0no
|
40 |
management
|
married
|
secondary
|
no
| 643 |
yes
|
no
|
cellular
| 17 |
apr
| 74 | 2 | 256 | 1 |
failure
| 0no
|
57 |
housemaid
|
single
|
secondary
|
no
| 254 |
no
|
no
|
cellular
| 8 |
oct
| 676 | 1 | -1 | 0 |
unknown
| 0no
|
40 |
management
|
married
|
tertiary
|
no
| -1,212 |
yes
|
no
|
cellular
| 15 |
may
| 1,259 | 2 | 333 | 18 |
failure
| 0no
|
41 |
technician
|
married
|
secondary
|
no
| 2,125 |
yes
|
yes
|
cellular
| 21 |
nov
| 285 | 3 | 116 | 4 |
failure
| 0no
|
53 |
technician
|
divorced
|
unknown
|
no
| 629 |
yes
|
no
|
cellular
| 8 |
may
| 298 | 1 | -1 | 0 |
unknown
| 0no
|
48 |
blue-collar
|
married
|
secondary
|
no
| -202 |
yes
|
yes
|
cellular
| 30 |
jul
| 225 | 4 | -1 | 0 |
unknown
| 0no
|
32 |
technician
|
single
|
secondary
|
no
| 271 |
yes
|
no
|
cellular
| 13 |
may
| 80 | 2 | 268 | 2 |
other
| 0no
|
34 |
management
|
married
|
tertiary
|
no
| 703 |
yes
|
no
|
cellular
| 14 |
apr
| 342 | 1 | -1 | 0 |
unknown
| 1yes
|
46 |
blue-collar
|
married
|
secondary
|
no
| -216 |
yes
|
no
|
cellular
| 28 |
jul
| 404 | 3 | -1 | 0 |
unknown
| 0no
|
45 |
services
|
divorced
|
secondary
|
no
| 88 |
no
|
yes
|
cellular
| 7 |
jul
| 332 | 1 | -1 | 0 |
unknown
| 0no
|
51 |
admin.
|
single
|
tertiary
|
no
| 16 |
yes
|
no
|
cellular
| 30 |
jan
| 158 | 1 | -1 | 0 |
unknown
| 0no
|
31 |
management
|
married
|
secondary
|
no
| 466 |
yes
|
no
|
cellular
| 14 |
may
| 164 | 1 | -1 | 0 |
unknown
| 0no
|
47 |
technician
|
married
|
secondary
|
no
| -75 |
yes
|
no
|
cellular
| 4 |
feb
| 57 | 1 | 247 | 1 |
other
| 0no
|
32 |
blue-collar
|
married
|
secondary
|
no
| 456 |
no
|
no
|
cellular
| 12 |
may
| 121 | 1 | -1 | 0 |
unknown
| 0no
|
41 |
technician
|
married
|
secondary
|
no
| 77 |
yes
|
no
|
cellular
| 7 |
may
| 56 | 1 | -1 | 0 |
unknown
| 0no
|
37 |
services
|
single
|
secondary
|
no
| -244 |
no
|
no
|
unknown
| 3 |
jul
| 178 | 1 | -1 | 0 |
unknown
| 0no
|
27 |
blue-collar
|
single
|
primary
|
no
| 1,209 |
no
|
no
|
cellular
| 29 |
jan
| 283 | 1 | -1 | 0 |
unknown
| 0no
|
27 |
services
|
married
|
secondary
|
no
| 58 |
yes
|
no
|
cellular
| 7 |
may
| 113 | 1 | 337 | 2 |
other
| 0no
|
50 |
management
|
married
|
secondary
|
yes
| 421 |
no
|
no
|
cellular
| 20 |
nov
| 22 | 5 | -1 | 0 |
unknown
| 0no
|
31 |
management
|
single
|
tertiary
|
no
| 112 |
yes
|
no
|
cellular
| 2 |
feb
| 159 | 2 | 271 | 1 |
failure
| 0no
|
40 |
self-employed
|
married
|
tertiary
|
no
| 13,669 |
no
|
no
|
cellular
| 15 |
oct
| 138 | 1 | 136 | 8 |
other
| 0no
|
43 |
management
|
married
|
tertiary
|
no
| 1,429 |
yes
|
no
|
cellular
| 19 |
nov
| 1,015 | 1 | 198 | 2 |
other
| 1yes
|
39 |
technician
|
married
|
tertiary
|
no
| 794 |
no
|
no
|
telephone
| 2 |
feb
| 182 | 1 | -1 | 0 |
unknown
| 0no
|
31 |
entrepreneur
|
single
|
tertiary
|
no
| 1,957 |
no
|
no
|
cellular
| 4 |
feb
| 112 | 3 | -1 | 0 |
unknown
| 0no
|
48 |
technician
|
married
|
secondary
|
no
| 454 |
yes
|
no
|
cellular
| 10 |
jul
| 114 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
blue-collar
|
single
|
primary
|
no
| 882 |
no
|
yes
|
cellular
| 29 |
jul
| 80 | 8 | -1 | 0 |
unknown
| 0no
|
47 |
unemployed
|
married
|
primary
|
no
| 168 |
yes
|
no
|
telephone
| 30 |
jan
| 66 | 1 | 241 | 1 |
other
| 0no
|
35 |
management
|
single
|
tertiary
|
no
| 714 |
yes
|
no
|
cellular
| 26 |
aug
| 135 | 22 | -1 | 0 |
unknown
| 0no
|
42 |
management
|
single
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 7 |
sep
| 99 | 1 | -1 | 0 |
unknown
| 0no
|
47 |
blue-collar
|
married
|
secondary
|
no
| 1,996 |
no
|
no
|
unknown
| 5 |
jun
| 761 | 2 | -1 | 0 |
unknown
| 1yes
|
59 |
retired
|
married
|
secondary
|
no
| 163 |
no
|
no
|
cellular
| 24 |
jul
| 464 | 1 | -1 | 0 |
unknown
| 0no
|
38 |
admin.
|
married
|
secondary
|
no
| 3,190 |
yes
|
no
|
unknown
| 20 |
jun
| 20 | 2 | -1 | 0 |
unknown
| 0no
|
50 |
unemployed
|
married
|
secondary
|
no
| 1,772 |
no
|
no
|
cellular
| 29 |
jul
| 206 | 4 | -1 | 0 |
unknown
| 0no
|
27 |
services
|
single
|
secondary
|
no
| -151 |
no
|
no
|
cellular
| 8 |
jul
| 283 | 2 | -1 | 0 |
unknown
| 0no
|
55 |
housemaid
|
married
|
primary
|
no
| 16 |
no
|
no
|
unknown
| 20 |
jun
| 64 | 1 | -1 | 0 |
unknown
| 0no
|
39 |
services
|
single
|
secondary
|
no
| 7,066 |
yes
|
no
|
cellular
| 15 |
may
| 667 | 3 | 357 | 3 |
other
| 1yes
|
31 |
technician
|
single
|
tertiary
|
no
| 454 |
no
|
no
|
cellular
| 4 |
feb
| 73 | 3 | -1 | 0 |
unknown
| 0no
|
37 |
entrepreneur
|
married
|
tertiary
|
no
| 4,798 |
yes
|
no
|
unknown
| 20 |
may
| 156 | 2 | -1 | 0 |
unknown
| 0no
|
28 |
technician
|
single
|
secondary
|
yes
| -298 |
yes
|
no
|
unknown
| 3 |
jun
| 559 | 7 | -1 | 0 |
unknown
| 0no
|
42 |
technician
|
married
|
secondary
|
no
| 439 |
no
|
no
|
cellular
| 20 |
aug
| 143 | 2 | -1 | 0 |
unknown
| 0no
|
40 |
services
|
divorced
|
secondary
|
no
| 1,927 |
yes
|
no
|
unknown
| 15 |
may
| 62 | 1 | -1 | 0 |
unknown
| 0no
|
59 |
management
|
single
|
secondary
|
no
| 671 |
yes
|
yes
|
cellular
| 29 |
jan
| 219 | 2 | 259 | 5 |
failure
| 0no
|
40 |
services
|
single
|
secondary
|
no
| 65 |
yes
|
no
|
cellular
| 15 |
may
| 15 | 3 | -1 | 0 |
unknown
| 0no
|
43 |
technician
|
married
|
secondary
|
no
| -932 |
yes
|
no
|
cellular
| 16 |
apr
| 567 | 1 | -1 | 0 |
unknown
| 0no
|
38 |
technician
|
single
|
secondary
|
no
| 4,366 |
yes
|
no
|
cellular
| 29 |
jul
| 188 | 2 | -1 | 0 |
unknown
| 0no
|
54 |
retired
|
married
|
primary
|
no
| 0 |
yes
|
no
|
cellular
| 11 |
jul
| 159 | 2 | -1 | 0 |
unknown
| 0no
|
41 |
blue-collar
|
married
|
secondary
|
no
| 4,900 |
yes
|
no
|
telephone
| 31 |
jul
| 121 | 2 | -1 | 0 |
unknown
| 0no
|
55 |
housemaid
|
divorced
|
primary
|
no
| 976 |
no
|
no
|
cellular
| 28 |
jun
| 345 | 1 | 94 | 3 |
other
| 1yes
|
33 |
management
|
married
|
tertiary
|
no
| 148 |
no
|
no
|
unknown
| 20 |
may
| 717 | 1 | -1 | 0 |
unknown
| 0no
|
46 |
blue-collar
|
married
|
secondary
|
no
| 5 |
no
|
no
|
cellular
| 18 |
aug
| 71 | 3 | -1 | 0 |
unknown
| 0no
|
36 |
management
|
married
|
secondary
|
no
| -148 |
no
|
no
|
cellular
| 18 |
nov
| 144 | 2 | -1 | 0 |
unknown
| 0no
|
48 |
technician
|
divorced
|
tertiary
|
no
| 113 |
no
|
yes
|
cellular
| 22 |
jul
| 38 | 1 | -1 | 0 |
unknown
| 0no
|
42 |
management
|
married
|
secondary
|
no
| -105 |
yes
|
no
|
cellular
| 28 |
aug
| 60 | 2 | -1 | 0 |
unknown
| 0no
|
46 |
management
|
divorced
|
tertiary
|
no
| 624 |
no
|
no
|
cellular
| 17 |
sep
| 336 | 2 | 183 | 2 |
success
| 1yes
|
49 |
technician
|
married
|
secondary
|
yes
| -1,680 |
yes
|
yes
|
unknown
| 27 |
jun
| 92 | 4 | -1 | 0 |
unknown
| 0no
|
36 |
blue-collar
|
married
|
secondary
|
no
| -461 |
no
|
no
|
cellular
| 11 |
may
| 254 | 2 | 353 | 1 |
failure
| 0no
|
34 |
technician
|
single
|
tertiary
|
no
| 144 |
yes
|
yes
|
cellular
| 14 |
oct
| 104 | 1 | 85 | 19 |
failure
| 0no
|
51 |
entrepreneur
|
divorced
|
tertiary
|
no
| 4 |
yes
|
yes
|
cellular
| 20 |
apr
| 74 | 5 | -1 | 0 |
unknown
| 0no
|
58 |
blue-collar
|
married
|
primary
|
no
| 309 |
no
|
no
|
cellular
| 19 |
aug
| 156 | 2 | -1 | 0 |
unknown
| 0no
|
48 |
management
|
married
|
tertiary
|
no
| 866 |
no
|
no
|
cellular
| 29 |
jan
| 146 | 2 | -1 | 0 |
unknown
| 0no
|
41 |
admin.
|
single
|
secondary
|
no
| 1,020 |
yes
|
no
|
unknown
| 19 |
may
| 882 | 1 | -1 | 0 |
unknown
| 1yes
|
49 |
self-employed
|
married
|
primary
|
no
| 489 |
yes
|
no
|
unknown
| 27 |
may
| 84 | 4 | -1 | 0 |
unknown
| 0no
|
43 |
management
|
married
|
primary
|
no
| 8,167 |
yes
|
no
|
unknown
| 19 |
may
| 114 | 2 | -1 | 0 |
unknown
| 0no
|
32 |
blue-collar
|
single
|
secondary
|
no
| -255 |
no
|
yes
|
unknown
| 2 |
jul
| 957 | 3 | -1 | 0 |
unknown
| 0no
|
54 |
retired
|
married
|
secondary
|
no
| 3,671 |
no
|
no
|
unknown
| 11 |
jun
| 67 | 3 | -1 | 0 |
unknown
| 0no
|
33 |
blue-collar
|
divorced
|
primary
|
no
| 636 |
yes
|
no
|
cellular
| 9 |
jul
| 211 | 11 | -1 | 0 |
unknown
| 0no
|
35 |
technician
|
married
|
secondary
|
no
| 141 |
yes
|
no
|
cellular
| 19 |
aug
| 299 | 2 | -1 | 0 |
unknown
| 0no
|
56 |
technician
|
married
|
secondary
|
no
| 150 |
yes
|
yes
|
cellular
| 11 |
may
| 102 | 6 | 349 | 1 |
failure
| 0no
|
57 |
technician
|
married
|
secondary
|
no
| 839 |
no
|
yes
|
unknown
| 5 |
may
| 225 | 1 | -1 | 0 |
unknown
| 0no
|
31 |
housemaid
|
single
|
primary
|
no
| 26,965 |
no
|
no
|
cellular
| 21 |
apr
| 654 | 2 | -1 | 0 |
unknown
| 1yes
|
33 |
technician
|
single
|
secondary
|
no
| 716 |
yes
|
no
|
cellular
| 14 |
may
| 234 | 2 | -1 | 0 |
unknown
| 0no
|
29 |
technician
|
single
|
tertiary
|
no
| 2,485 |
no
|
no
|
telephone
| 24 |
jul
| 48 | 6 | -1 | 0 |
unknown
| 0no
|
38 |
management
|
single
|
tertiary
|
no
| 15,030 |
yes
|
no
|
cellular
| 13 |
may
| 167 | 1 | 174 | 7 |
other
| 0no
|
37 |
admin.
|
married
|
secondary
|
no
| 11,303 |
no
|
no
|
cellular
| 26 |
may
| 500 | 2 | -1 | 0 |
unknown
| 0no
|
33 |
entrepreneur
|
married
|
tertiary
|
no
| 595 |
no
|
no
|
cellular
| 7 |
aug
| 22 | 2 | -1 | 0 |
unknown
| 0no
|
30 |
management
|
single
|
tertiary
|
no
| 19,358 |
no
|
no
|
cellular
| 19 |
nov
| 258 | 2 | -1 | 0 |
unknown
| 0no
|
31 |
self-employed
|
single
|
secondary
|
no
| 203 |
no
|
yes
|
cellular
| 19 |
nov
| 177 | 1 | -1 | 0 |
unknown
| 0no
|
28 |
technician
|
single
|
tertiary
|
no
| 183 |
yes
|
yes
|
unknown
| 28 |
may
| 62 | 2 | -1 | 0 |
unknown
| 0no
|
26 |
admin.
|
single
|
secondary
|
no
| 255 |
no
|
no
|
cellular
| 30 |
apr
| 457 | 1 | 80 | 1 |
success
| 1yes
|
31 |
technician
|
single
|
secondary
|
no
| 102 |
yes
|
no
|
telephone
| 17 |
apr
| 460 | 2 | 345 | 2 |
failure
| 0no
|
50 |
housemaid
|
divorced
|
primary
|
no
| 94 |
yes
|
no
|
cellular
| 22 |
jul
| 184 | 4 | -1 | 0 |
unknown
| 0no
|
45 |
entrepreneur
|
married
|
primary
|
no
| 58 |
yes
|
no
|
telephone
| 13 |
may
| 119 | 3 | 371 | 3 |
failure
| 0no
|
48 |
management
|
married
|
primary
|
no
| 606 |
no
|
no
|
cellular
| 5 |
mar
| 77 | 6 | -1 | 0 |
unknown
| 0no
|
41 |
technician
|
married
|
secondary
|
no
| 0 |
no
|
yes
|
cellular
| 23 |
jul
| 107 | 1 | -1 | 0 |
unknown
| 0no
|
60 |
technician
|
married
|
primary
|
no
| 65 |
yes
|
no
|
unknown
| 9 |
may
| 1,028 | 2 | -1 | 0 |
unknown
| 1yes
|
41 |
blue-collar
|
married
|
secondary
|
no
| 338 |
yes
|
no
|
unknown
| 14 |
may
| 87 | 1 | -1 | 0 |
unknown
| 0no
|
43 |
blue-collar
|
married
|
primary
|
no
| 757 |
yes
|
no
|
unknown
| 9 |
may
| 315 | 4 | -1 | 0 |
unknown
| 0no
|
36 |
management
|
married
|
tertiary
|
no
| 9,269 |
yes
|
yes
|
cellular
| 19 |
nov
| 107 | 2 | -1 | 0 |
unknown
| 0no
|
40 |
blue-collar
|
married
|
primary
|
no
| 1,206 |
no
|
yes
|
telephone
| 16 |
jul
| 201 | 5 | -1 | 0 |
unknown
| 0no
|
28 |
management
|
single
|
tertiary
|
no
| 882 |
no
|
yes
|
cellular
| 29 |
jan
| 94 | 1 | 205 | 2 |
failure
| 0no
|
27 |
student
|
single
|
tertiary
|
no
| 5,291 |
no
|
no
|
cellular
| 12 |
nov
| 192 | 2 | 92 | 2 |
failure
| 1yes
|
49 |
management
|
single
|
secondary
|
no
| 61 |
yes
|
no
|
cellular
| 29 |
jan
| 185 | 2 | 246 | 1 |
failure
| 0no
|
37 |
technician
|
married
|
tertiary
|
no
| 0 |
yes
|
no
|
cellular
| 17 |
nov
| 77 | 1 | -1 | 0 |
unknown
| 0no
|
31 |
blue-collar
|
married
|
secondary
|
no
| 1,407 |
yes
|
no
|
cellular
| 6 |
may
| 142 | 3 | -1 | 0 |
unknown
| 0no
|
31 |
technician
|
single
|
secondary
|
yes
| 25 |
no
|
no
|
cellular
| 2 |
feb
| 381 | 1 | -1 | 0 |
unknown
| 0no
|
31 |
blue-collar
|
married
|
secondary
|
no
| 1,354 |
yes
|
yes
|
cellular
| 17 |
nov
| 222 | 2 | -1 | 0 |
unknown
| 0no
|
35 |
blue-collar
|
married
|
primary
|
no
| 793 |
yes
|
no
|
cellular
| 17 |
apr
| 106 | 1 | -1 | 0 |
unknown
| 0no
|
51 |
blue-collar
|
divorced
|
unknown
|
no
| 10,287 |
yes
|
no
|
unknown
| 29 |
may
| 117 | 1 | -1 | 0 |
unknown
| 0no
|
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