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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
35 |
technician
|
married
|
secondary
|
no
| 2 |
no
|
no
|
telephone
| 28 |
jan
| 653 | 3 | -1 | 0 |
unknown
| 0no
|
44 |
management
|
married
|
unknown
|
no
| 415 |
yes
|
no
|
telephone
| 14 |
may
| 7 | 7 | -1 | 0 |
unknown
| 0no
|
48 |
management
|
divorced
|
tertiary
|
no
| 507 |
yes
|
no
|
cellular
| 9 |
apr
| 528 | 1 | -1 | 0 |
unknown
| 0no
|
29 |
blue-collar
|
married
|
secondary
|
no
| 912 |
yes
|
no
|
cellular
| 13 |
may
| 785 | 1 | -1 | 0 |
unknown
| 0no
|
50 |
management
|
married
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 9 |
jul
| 243 | 5 | -1 | 0 |
unknown
| 0no
|
37 |
blue-collar
|
married
|
primary
|
no
| 37 |
yes
|
no
|
cellular
| 13 |
may
| 24 | 2 | 362 | 1 |
other
| 0no
|
44 |
admin.
|
single
|
secondary
|
no
| 2,524 |
no
|
no
|
unknown
| 19 |
jun
| 82 | 1 | -1 | 0 |
unknown
| 0no
|
36 |
unemployed
|
single
|
tertiary
|
no
| 9,019 |
yes
|
no
|
unknown
| 11 |
jun
| 952 | 3 | -1 | 0 |
unknown
| 0no
|
49 |
blue-collar
|
divorced
|
unknown
|
no
| 39 |
yes
|
no
|
cellular
| 13 |
may
| 27 | 5 | -1 | 0 |
unknown
| 0no
|
31 |
blue-collar
|
married
|
secondary
|
no
| 0 |
yes
|
no
|
unknown
| 5 |
may
| 143 | 1 | -1 | 0 |
unknown
| 0no
|
49 |
technician
|
divorced
|
secondary
|
no
| 265 |
yes
|
no
|
unknown
| 12 |
may
| 274 | 6 | -1 | 0 |
unknown
| 0no
|
35 |
blue-collar
|
single
|
secondary
|
no
| 0 |
yes
|
no
|
cellular
| 16 |
apr
| 1,174 | 1 | 345 | 4 |
other
| 1yes
|
57 |
admin.
|
divorced
|
unknown
|
no
| 4,012 |
no
|
no
|
cellular
| 20 |
nov
| 915 | 1 | -1 | 0 |
unknown
| 0no
|
42 |
blue-collar
|
married
|
primary
|
no
| 1,520 |
yes
|
no
|
cellular
| 5 |
feb
| 115 | 1 | -1 | 0 |
unknown
| 0no
|
36 |
blue-collar
|
divorced
|
secondary
|
no
| -140 |
yes
|
no
|
unknown
| 26 |
may
| 222 | 2 | -1 | 0 |
unknown
| 0no
|
75 |
retired
|
divorced
|
primary
|
no
| 852 |
no
|
no
|
cellular
| 15 |
mar
| 341 | 1 | -1 | 0 |
unknown
| 0no
|
38 |
blue-collar
|
single
|
secondary
|
no
| 578 |
yes
|
no
|
unknown
| 21 |
may
| 112 | 2 | -1 | 0 |
unknown
| 0no
|
40 |
blue-collar
|
married
|
primary
|
yes
| 0 |
yes
|
no
|
unknown
| 6 |
may
| 64 | 2 | -1 | 0 |
unknown
| 0no
|
38 |
services
|
single
|
secondary
|
no
| 2,253 |
yes
|
no
|
cellular
| 13 |
may
| 937 | 3 | -1 | 0 |
unknown
| 1yes
|
34 |
management
|
single
|
tertiary
|
no
| 1,171 |
yes
|
no
|
cellular
| 10 |
jul
| 129 | 1 | -1 | 0 |
unknown
| 0no
|
29 |
technician
|
single
|
tertiary
|
no
| 452 |
yes
|
no
|
cellular
| 11 |
may
| 59 | 1 | -1 | 0 |
unknown
| 0no
|
28 |
admin.
|
married
|
secondary
|
no
| -97 |
yes
|
no
|
cellular
| 29 |
jan
| 79 | 1 | 225 | 2 |
success
| 0no
|
79 |
retired
|
married
|
secondary
|
no
| 4,738 |
no
|
no
|
telephone
| 9 |
jul
| 151 | 5 | -1 | 0 |
unknown
| 0no
|
51 |
admin.
|
divorced
|
secondary
|
no
| 467 |
yes
|
no
|
unknown
| 19 |
may
| 83 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
student
|
single
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 6 |
aug
| 101 | 5 | 3 | 6 |
other
| 0no
|
36 |
management
|
married
|
tertiary
|
no
| 495 |
no
|
no
|
cellular
| 5 |
aug
| 157 | 3 | 97 | 2 |
success
| 1yes
|
38 |
entrepreneur
|
married
|
secondary
|
no
| 157 |
no
|
yes
|
cellular
| 15 |
may
| 57 | 11 | 366 | 1 |
other
| 0no
|
49 |
self-employed
|
married
|
secondary
|
no
| 358 |
yes
|
yes
|
unknown
| 13 |
may
| 176 | 3 | -1 | 0 |
unknown
| 0no
|
42 |
services
|
married
|
secondary
|
no
| 292 |
yes
|
no
|
cellular
| 11 |
may
| 222 | 3 | -1 | 0 |
unknown
| 0no
|
43 |
blue-collar
|
married
|
primary
|
no
| 7,343 |
yes
|
no
|
unknown
| 2 |
jun
| 217 | 4 | -1 | 0 |
unknown
| 0no
|
34 |
blue-collar
|
married
|
secondary
|
no
| -563 |
yes
|
no
|
unknown
| 26 |
may
| 252 | 1 | -1 | 0 |
unknown
| 0no
|
59 |
retired
|
single
|
secondary
|
no
| 351 |
yes
|
no
|
unknown
| 27 |
may
| 1,063 | 5 | -1 | 0 |
unknown
| 1yes
|
35 |
unknown
|
married
|
primary
|
no
| 365 |
no
|
no
|
cellular
| 29 |
aug
| 41 | 2 | -1 | 0 |
unknown
| 0no
|
33 |
blue-collar
|
single
|
secondary
|
no
| 13,494 |
yes
|
no
|
unknown
| 20 |
jun
| 27 | 25 | -1 | 0 |
unknown
| 0no
|
34 |
admin.
|
single
|
secondary
|
no
| 846 |
yes
|
no
|
cellular
| 17 |
apr
| 758 | 2 | -1 | 0 |
unknown
| 0no
|
64 |
retired
|
married
|
secondary
|
no
| 1,574 |
no
|
no
|
telephone
| 29 |
jul
| 301 | 3 | -1 | 0 |
unknown
| 1yes
|
34 |
entrepreneur
|
married
|
tertiary
|
no
| -28 |
yes
|
no
|
cellular
| 16 |
jul
| 574 | 1 | -1 | 0 |
unknown
| 0no
|
77 |
retired
|
married
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 16 |
oct
| 847 | 1 | 60 | 1 |
success
| 1yes
|
57 |
retired
|
married
|
primary
|
no
| 2,927 |
no
|
yes
|
telephone
| 30 |
jul
| 78 | 5 | -1 | 0 |
unknown
| 0no
|
30 |
blue-collar
|
married
|
secondary
|
no
| 501 |
yes
|
yes
|
unknown
| 27 |
may
| 514 | 1 | -1 | 0 |
unknown
| 0no
|
56 |
housemaid
|
divorced
|
primary
|
yes
| 1,238 |
no
|
no
|
unknown
| 5 |
jun
| 1,558 | 1 | -1 | 0 |
unknown
| 1yes
|
49 |
unknown
|
married
|
unknown
|
no
| 301 |
no
|
no
|
cellular
| 14 |
aug
| 789 | 2 | -1 | 0 |
unknown
| 0no
|
73 |
retired
|
married
|
primary
|
no
| 1,388 |
no
|
no
|
cellular
| 20 |
jul
| 146 | 3 | 190 | 3 |
success
| 0no
|
39 |
technician
|
single
|
secondary
|
no
| 102 |
yes
|
no
|
cellular
| 14 |
aug
| 272 | 2 | -1 | 0 |
unknown
| 0no
|
57 |
technician
|
divorced
|
primary
|
no
| 13 |
yes
|
no
|
cellular
| 8 |
may
| 323 | 2 | 368 | 2 |
failure
| 0no
|
32 |
self-employed
|
married
|
secondary
|
no
| 413 |
yes
|
no
|
cellular
| 11 |
jul
| 712 | 2 | -1 | 0 |
unknown
| 0no
|
32 |
technician
|
single
|
tertiary
|
no
| 4,665 |
yes
|
no
|
unknown
| 21 |
may
| 860 | 2 | -1 | 0 |
unknown
| 1yes
|
45 |
admin.
|
married
|
secondary
|
no
| 638 |
yes
|
no
|
cellular
| 20 |
aug
| 75 | 9 | -1 | 0 |
unknown
| 0no
|
32 |
blue-collar
|
married
|
secondary
|
no
| 101 |
yes
|
no
|
unknown
| 19 |
may
| 191 | 4 | -1 | 0 |
unknown
| 0no
|
31 |
management
|
married
|
tertiary
|
no
| 1,224 |
yes
|
yes
|
cellular
| 24 |
jul
| 1,441 | 2 | -1 | 0 |
unknown
| 1yes
|
49 |
self-employed
|
married
|
secondary
|
no
| 1,103 |
no
|
no
|
cellular
| 12 |
aug
| 428 | 2 | -1 | 0 |
unknown
| 0no
|
29 |
services
|
married
|
secondary
|
no
| 3,748 |
no
|
no
|
cellular
| 28 |
may
| 322 | 3 | -1 | 0 |
unknown
| 0no
|
55 |
technician
|
married
|
secondary
|
no
| 955 |
yes
|
no
|
cellular
| 29 |
jan
| 104 | 1 | -1 | 0 |
unknown
| 0no
|
30 |
admin.
|
married
|
secondary
|
no
| 518 |
yes
|
no
|
cellular
| 8 |
may
| 127 | 1 | -1 | 0 |
unknown
| 0no
|
45 |
services
|
single
|
primary
|
no
| 1,893 |
yes
|
no
|
unknown
| 3 |
jun
| 1,259 | 6 | -1 | 0 |
unknown
| 1yes
|
39 |
technician
|
married
|
tertiary
|
no
| 14 |
no
|
no
|
cellular
| 28 |
jan
| 114 | 2 | -1 | 0 |
unknown
| 0no
|
36 |
admin.
|
married
|
secondary
|
no
| -423 |
yes
|
yes
|
unknown
| 13 |
may
| 106 | 1 | -1 | 0 |
unknown
| 0no
|
33 |
management
|
married
|
tertiary
|
no
| 3,696 |
no
|
no
|
cellular
| 19 |
nov
| 305 | 1 | 182 | 3 |
failure
| 0no
|
36 |
management
|
married
|
tertiary
|
no
| 2,987 |
yes
|
no
|
cellular
| 12 |
aug
| 307 | 1 | -1 | 0 |
unknown
| 1yes
|
31 |
technician
|
single
|
secondary
|
no
| 433 |
no
|
no
|
cellular
| 11 |
aug
| 1,504 | 2 | -1 | 0 |
unknown
| 0no
|
36 |
technician
|
married
|
unknown
|
no
| 756 |
no
|
no
|
cellular
| 11 |
jul
| 396 | 3 | -1 | 0 |
unknown
| 0no
|
38 |
technician
|
single
|
tertiary
|
no
| 0 |
yes
|
no
|
cellular
| 1 |
jun
| 71 | 1 | -1 | 0 |
unknown
| 0no
|
33 |
unknown
|
married
|
secondary
|
no
| 2,727 |
no
|
no
|
cellular
| 6 |
aug
| 205 | 3 | -1 | 0 |
unknown
| 0no
|
40 |
technician
|
married
|
secondary
|
no
| 93 |
yes
|
no
|
unknown
| 13 |
may
| 134 | 2 | -1 | 0 |
unknown
| 0no
|
31 |
blue-collar
|
married
|
secondary
|
no
| 1,766 |
no
|
yes
|
cellular
| 5 |
jun
| 166 | 2 | -1 | 0 |
unknown
| 1yes
|
39 |
services
|
married
|
secondary
|
no
| 124 |
yes
|
no
|
cellular
| 31 |
jul
| 81 | 5 | -1 | 0 |
unknown
| 0no
|
33 |
admin.
|
married
|
tertiary
|
no
| 69 |
no
|
yes
|
cellular
| 4 |
may
| 77 | 2 | -1 | 0 |
unknown
| 0no
|
53 |
services
|
divorced
|
secondary
|
no
| 0 |
no
|
no
|
cellular
| 12 |
mar
| 80 | 2 | -1 | 0 |
unknown
| 1yes
|
38 |
management
|
married
|
tertiary
|
no
| 0 |
yes
|
no
|
cellular
| 13 |
may
| 537 | 5 | 303 | 2 |
failure
| 0no
|
59 |
technician
|
married
|
secondary
|
no
| 259 |
no
|
no
|
cellular
| 15 |
jun
| 415 | 1 | 89 | 1 |
success
| 1yes
|
55 |
blue-collar
|
married
|
primary
|
no
| 4,103 |
no
|
no
|
cellular
| 19 |
nov
| 291 | 1 | -1 | 0 |
unknown
| 0no
|
38 |
technician
|
single
|
tertiary
|
no
| 744 |
yes
|
no
|
cellular
| 14 |
may
| 283 | 1 | 288 | 12 |
other
| 0no
|
48 |
services
|
married
|
secondary
|
no
| 116 |
yes
|
no
|
telephone
| 20 |
apr
| 70 | 4 | -1 | 0 |
unknown
| 0no
|
53 |
blue-collar
|
married
|
secondary
|
no
| 70 |
yes
|
no
|
unknown
| 5 |
may
| 611 | 2 | -1 | 0 |
unknown
| 0no
|
44 |
admin.
|
divorced
|
secondary
|
no
| 432 |
no
|
no
|
cellular
| 9 |
feb
| 132 | 3 | -1 | 0 |
unknown
| 0no
|
57 |
management
|
married
|
tertiary
|
no
| 1,172 |
no
|
no
|
unknown
| 18 |
jun
| 26 | 1 | -1 | 0 |
unknown
| 0no
|
29 |
blue-collar
|
single
|
secondary
|
no
| 9 |
yes
|
no
|
cellular
| 11 |
may
| 262 | 3 | -1 | 0 |
unknown
| 0no
|
31 |
services
|
married
|
secondary
|
no
| 428 |
yes
|
no
|
unknown
| 21 |
may
| 272 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
technician
|
single
|
tertiary
|
no
| 7,546 |
yes
|
no
|
cellular
| 28 |
dec
| 137 | 1 | 122 | 3 |
failure
| 0no
|
31 |
blue-collar
|
married
|
primary
|
no
| 620 |
no
|
no
|
cellular
| 30 |
mar
| 95 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
self-employed
|
married
|
tertiary
|
no
| 8,647 |
no
|
no
|
cellular
| 19 |
nov
| 140 | 2 | -1 | 0 |
unknown
| 0no
|
40 |
management
|
single
|
secondary
|
no
| 192 |
yes
|
no
|
unknown
| 16 |
may
| 71 | 11 | -1 | 0 |
unknown
| 0no
|
39 |
blue-collar
|
married
|
secondary
|
no
| 0 |
yes
|
no
|
cellular
| 7 |
may
| 502 | 1 | 7 | 2 |
failure
| 0no
|
43 |
technician
|
single
|
tertiary
|
no
| 27,733 |
yes
|
no
|
unknown
| 3 |
jun
| 164 | 7 | -1 | 0 |
unknown
| 0no
|
44 |
entrepreneur
|
married
|
primary
|
no
| 276 |
yes
|
yes
|
unknown
| 15 |
may
| 219 | 1 | -1 | 0 |
unknown
| 0no
|
29 |
technician
|
single
|
secondary
|
no
| 113 |
no
|
no
|
cellular
| 12 |
feb
| 328 | 2 | 183 | 4 |
success
| 1yes
|
40 |
technician
|
married
|
secondary
|
no
| 782 |
yes
|
no
|
unknown
| 14 |
may
| 224 | 2 | -1 | 0 |
unknown
| 0no
|
33 |
entrepreneur
|
married
|
primary
|
no
| 82 |
yes
|
no
|
cellular
| 18 |
nov
| 63 | 2 | -1 | 0 |
unknown
| 0no
|
46 |
management
|
married
|
tertiary
|
no
| 1,008 |
no
|
no
|
cellular
| 29 |
aug
| 24 | 13 | -1 | 0 |
unknown
| 0no
|
27 |
unknown
|
single
|
tertiary
|
no
| 6,421 |
no
|
no
|
telephone
| 28 |
jan
| 147 | 4 | -1 | 0 |
unknown
| 0no
|
26 |
admin.
|
single
|
secondary
|
no
| 443 |
no
|
no
|
cellular
| 30 |
jul
| 84 | 3 | -1 | 0 |
unknown
| 0no
|
41 |
technician
|
married
|
secondary
|
no
| 351 |
yes
|
no
|
cellular
| 9 |
jul
| 175 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
technician
|
married
|
tertiary
|
no
| 5,060 |
yes
|
no
|
cellular
| 21 |
aug
| 12 | 21 | -1 | 0 |
unknown
| 0no
|
39 |
technician
|
single
|
tertiary
|
no
| -41 |
no
|
yes
|
cellular
| 25 |
aug
| 40 | 15 | -1 | 0 |
unknown
| 0no
|
27 |
services
|
single
|
secondary
|
no
| -124 |
no
|
no
|
cellular
| 18 |
jul
| 217 | 1 | -1 | 0 |
unknown
| 0no
|
31 |
blue-collar
|
married
|
secondary
|
no
| 79 |
yes
|
yes
|
cellular
| 23 |
jul
| 235 | 11 | -1 | 0 |
unknown
| 0no
|
44 |
unemployed
|
single
|
secondary
|
no
| 3,945 |
no
|
no
|
cellular
| 28 |
jan
| 255 | 1 | -1 | 0 |
unknown
| 0no
|
55 |
retired
|
married
|
tertiary
|
no
| 197 |
no
|
yes
|
cellular
| 8 |
jul
| 256 | 1 | -1 | 0 |
unknown
| 0no
|
51 |
blue-collar
|
divorced
|
primary
|
no
| 837 |
no
|
no
|
telephone
| 30 |
jul
| 41 | 2 | -1 | 0 |
unknown
| 0no
|
50 |
management
|
married
|
tertiary
|
no
| -94 |
no
|
yes
|
unknown
| 25 |
jun
| 75 | 1 | -1 | 0 |
unknown
| 0no
|
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