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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
53 |
admin.
|
divorced
|
secondary
|
no
| 26 |
yes
|
no
|
cellular
| 7 |
may
| 56 | 1 | 359 | 1 |
failure
| 0no
|
36 |
technician
|
married
|
secondary
|
no
| 191 |
no
|
no
|
cellular
| 31 |
aug
| 69 | 1 | -1 | 0 |
unknown
| 0no
|
58 |
technician
|
divorced
|
secondary
|
no
| -123 |
no
|
no
|
cellular
| 5 |
aug
| 131 | 2 | -1 | 0 |
unknown
| 0no
|
26 |
student
|
single
|
secondary
|
no
| -147 |
no
|
no
|
unknown
| 4 |
jun
| 95 | 2 | -1 | 0 |
unknown
| 0no
|
34 |
technician
|
single
|
secondary
|
no
| 179 |
no
|
no
|
cellular
| 19 |
aug
| 294 | 3 | -1 | 0 |
unknown
| 0no
|
55 |
blue-collar
|
married
|
primary
|
no
| 1,086 |
yes
|
no
|
cellular
| 6 |
may
| 146 | 1 | 272 | 2 |
failure
| 0no
|
55 |
blue-collar
|
married
|
secondary
|
no
| 471 |
yes
|
no
|
unknown
| 30 |
may
| 58 | 2 | -1 | 0 |
unknown
| 0no
|
34 |
entrepreneur
|
married
|
tertiary
|
no
| 105 |
yes
|
no
|
unknown
| 28 |
may
| 249 | 2 | -1 | 0 |
unknown
| 0no
|
41 |
entrepreneur
|
divorced
|
secondary
|
no
| 1,588 |
yes
|
yes
|
unknown
| 20 |
jun
| 10 | 8 | -1 | 0 |
unknown
| 0no
|
38 |
housemaid
|
divorced
|
secondary
|
no
| 70 |
no
|
no
|
cellular
| 27 |
oct
| 255 | 3 | 148 | 1 |
success
| 1yes
|
28 |
blue-collar
|
single
|
secondary
|
no
| 2,700 |
no
|
no
|
cellular
| 3 |
feb
| 337 | 4 | -1 | 0 |
unknown
| 0no
|
41 |
technician
|
married
|
secondary
|
no
| 1,602 |
yes
|
no
|
cellular
| 2 |
jun
| 142 | 1 | -1 | 0 |
unknown
| 0no
|
30 |
admin.
|
married
|
tertiary
|
no
| 0 |
yes
|
no
|
cellular
| 24 |
jul
| 209 | 2 | -1 | 0 |
unknown
| 0no
|
39 |
technician
|
married
|
unknown
|
no
| 839 |
no
|
no
|
unknown
| 30 |
may
| 825 | 2 | -1 | 0 |
unknown
| 0no
|
41 |
admin.
|
married
|
secondary
|
no
| 21,515 |
yes
|
no
|
unknown
| 5 |
jun
| 87 | 1 | -1 | 0 |
unknown
| 0no
|
36 |
technician
|
married
|
secondary
|
no
| 5,902 |
yes
|
no
|
unknown
| 23 |
may
| 219 | 4 | -1 | 0 |
unknown
| 0no
|
37 |
management
|
married
|
tertiary
|
no
| 547 |
yes
|
yes
|
unknown
| 21 |
may
| 143 | 1 | -1 | 0 |
unknown
| 0no
|
59 |
self-employed
|
married
|
tertiary
|
no
| 3,800 |
no
|
yes
|
cellular
| 9 |
jul
| 70 | 1 | -1 | 0 |
unknown
| 0no
|
26 |
technician
|
single
|
secondary
|
no
| 261 |
yes
|
no
|
unknown
| 27 |
may
| 371 | 2 | -1 | 0 |
unknown
| 0no
|
43 |
technician
|
married
|
secondary
|
no
| 0 |
yes
|
yes
|
cellular
| 4 |
feb
| 539 | 8 | 204 | 5 |
failure
| 0no
|
42 |
management
|
married
|
secondary
|
yes
| -34 |
no
|
no
|
cellular
| 5 |
feb
| 176 | 1 | -1 | 0 |
unknown
| 0no
|
46 |
blue-collar
|
married
|
unknown
|
no
| 9,328 |
yes
|
no
|
cellular
| 5 |
may
| 725 | 3 | -1 | 0 |
unknown
| 1yes
|
31 |
admin.
|
married
|
secondary
|
no
| 5 |
yes
|
yes
|
cellular
| 16 |
jul
| 101 | 7 | -1 | 0 |
unknown
| 0no
|
43 |
unemployed
|
married
|
secondary
|
no
| 3,529 |
no
|
no
|
cellular
| 5 |
feb
| 169 | 2 | -1 | 0 |
unknown
| 0no
|
48 |
blue-collar
|
single
|
tertiary
|
no
| 2,330 |
yes
|
no
|
unknown
| 4 |
jun
| 15 | 1 | -1 | 0 |
unknown
| 0no
|
41 |
blue-collar
|
married
|
secondary
|
no
| 1,334 |
yes
|
no
|
cellular
| 20 |
apr
| 234 | 5 | -1 | 0 |
unknown
| 0no
|
32 |
self-employed
|
married
|
tertiary
|
no
| 3,601 |
no
|
no
|
cellular
| 22 |
aug
| 171 | 15 | -1 | 0 |
unknown
| 0no
|
45 |
technician
|
married
|
tertiary
|
no
| 265 |
no
|
no
|
cellular
| 28 |
aug
| 14 | 3 | -1 | 0 |
unknown
| 0no
|
52 |
admin.
|
single
|
unknown
|
no
| 2,227 |
no
|
no
|
cellular
| 24 |
feb
| 242 | 2 | -1 | 0 |
unknown
| 1yes
|
37 |
self-employed
|
married
|
secondary
|
no
| 487 |
no
|
yes
|
cellular
| 27 |
aug
| 155 | 15 | -1 | 0 |
unknown
| 0no
|
38 |
blue-collar
|
divorced
|
secondary
|
no
| 0 |
yes
|
no
|
cellular
| 11 |
may
| 580 | 1 | 173 | 1 |
failure
| 0no
|
36 |
services
|
single
|
secondary
|
no
| 174 |
yes
|
no
|
unknown
| 7 |
may
| 223 | 2 | -1 | 0 |
unknown
| 0no
|
58 |
retired
|
married
|
secondary
|
no
| 14,412 |
no
|
no
|
cellular
| 18 |
nov
| 297 | 1 | -1 | 0 |
unknown
| 0no
|
37 |
management
|
married
|
tertiary
|
no
| 3,288 |
no
|
no
|
cellular
| 8 |
aug
| 124 | 2 | -1 | 0 |
unknown
| 0no
|
30 |
technician
|
single
|
secondary
|
no
| 57 |
no
|
no
|
cellular
| 2 |
feb
| 465 | 2 | -1 | 0 |
unknown
| 0no
|
47 |
technician
|
married
|
secondary
|
no
| 2,246 |
yes
|
no
|
cellular
| 10 |
jul
| 330 | 1 | -1 | 0 |
unknown
| 0no
|
40 |
technician
|
married
|
secondary
|
no
| 4,441 |
yes
|
no
|
cellular
| 20 |
nov
| 153 | 2 | 183 | 2 |
failure
| 0no
|
42 |
management
|
divorced
|
tertiary
|
no
| 0 |
no
|
no
|
unknown
| 19 |
may
| 131 | 2 | -1 | 0 |
unknown
| 0no
|
71 |
unknown
|
married
|
tertiary
|
no
| 353 |
no
|
no
|
cellular
| 27 |
jan
| 208 | 1 | 93 | 2 |
failure
| 0no
|
54 |
blue-collar
|
married
|
secondary
|
no
| 448 |
yes
|
yes
|
cellular
| 5 |
aug
| 98 | 1 | -1 | 0 |
unknown
| 0no
|
53 |
entrepreneur
|
married
|
primary
|
no
| 27 |
yes
|
no
|
telephone
| 10 |
sep
| 230 | 3 | -1 | 0 |
unknown
| 1yes
|
33 |
blue-collar
|
divorced
|
secondary
|
no
| 474 |
no
|
no
|
cellular
| 22 |
jul
| 400 | 2 | -1 | 0 |
unknown
| 0no
|
30 |
technician
|
single
|
tertiary
|
no
| 1,185 |
yes
|
no
|
cellular
| 30 |
apr
| 284 | 1 | 339 | 1 |
failure
| 0no
|
39 |
services
|
divorced
|
secondary
|
no
| 282 |
yes
|
no
|
cellular
| 17 |
jul
| 243 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
blue-collar
|
married
|
secondary
|
no
| 2 |
yes
|
no
|
cellular
| 15 |
may
| 16 | 9 | 309 | 1 |
failure
| 0no
|
34 |
technician
|
single
|
secondary
|
no
| 60 |
no
|
no
|
cellular
| 7 |
aug
| 274 | 2 | -1 | 0 |
unknown
| 0no
|
39 |
self-employed
|
single
|
tertiary
|
no
| 3,972 |
no
|
no
|
cellular
| 30 |
jul
| 122 | 3 | -1 | 0 |
unknown
| 0no
|
75 |
retired
|
married
|
secondary
|
no
| 26,452 |
no
|
no
|
telephone
| 15 |
jul
| 219 | 2 | -1 | 0 |
unknown
| 0no
|
33 |
admin.
|
divorced
|
secondary
|
no
| 818 |
yes
|
yes
|
cellular
| 16 |
apr
| 301 | 3 | -1 | 0 |
unknown
| 0no
|
40 |
services
|
married
|
secondary
|
no
| 9,374 |
yes
|
no
|
cellular
| 21 |
nov
| 7 | 8 | 185 | 1 |
failure
| 0no
|
37 |
technician
|
married
|
unknown
|
no
| 47 |
no
|
no
|
unknown
| 19 |
jun
| 374 | 3 | -1 | 0 |
unknown
| 0no
|
69 |
retired
|
married
|
primary
|
no
| 279 |
no
|
no
|
telephone
| 12 |
aug
| 26 | 1 | -1 | 0 |
unknown
| 0no
|
52 |
unemployed
|
married
|
primary
|
no
| 20 |
yes
|
no
|
telephone
| 28 |
jan
| 172 | 1 | -1 | 0 |
unknown
| 0no
|
31 |
admin.
|
divorced
|
secondary
|
no
| 360 |
no
|
no
|
cellular
| 15 |
may
| 332 | 1 | 297 | 2 |
other
| 0no
|
28 |
technician
|
single
|
secondary
|
no
| 1,532 |
no
|
no
|
cellular
| 22 |
may
| 253 | 1 | 107 | 5 |
failure
| 0no
|
29 |
management
|
single
|
tertiary
|
no
| 1,673 |
no
|
no
|
cellular
| 16 |
aug
| 200 | 2 | 159 | 3 |
other
| 0no
|
46 |
services
|
married
|
secondary
|
no
| 2,420 |
no
|
no
|
cellular
| 19 |
nov
| 405 | 2 | -1 | 0 |
unknown
| 0no
|
28 |
blue-collar
|
married
|
secondary
|
no
| 100 |
yes
|
yes
|
unknown
| 27 |
may
| 132 | 2 | -1 | 0 |
unknown
| 0no
|
41 |
admin.
|
married
|
secondary
|
no
| 0 |
no
|
no
|
unknown
| 20 |
jun
| 89 | 1 | -1 | 0 |
unknown
| 0no
|
42 |
technician
|
divorced
|
secondary
|
no
| 1,533 |
no
|
yes
|
cellular
| 5 |
aug
| 86 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
admin.
|
single
|
secondary
|
no
| 296 |
no
|
no
|
cellular
| 7 |
jul
| 147 | 4 | -1 | 0 |
unknown
| 0no
|
28 |
blue-collar
|
married
|
secondary
|
no
| 2,788 |
yes
|
no
|
unknown
| 6 |
jun
| 369 | 2 | -1 | 0 |
unknown
| 1yes
|
43 |
management
|
single
|
secondary
|
no
| 109 |
yes
|
no
|
unknown
| 27 |
may
| 64 | 3 | -1 | 0 |
unknown
| 0no
|
32 |
technician
|
married
|
secondary
|
no
| 485 |
no
|
no
|
cellular
| 26 |
aug
| 98 | 14 | -1 | 0 |
unknown
| 0no
|
33 |
technician
|
single
|
tertiary
|
no
| 125 |
no
|
no
|
telephone
| 29 |
aug
| 66 | 2 | -1 | 0 |
unknown
| 0no
|
70 |
retired
|
married
|
secondary
|
no
| 616 |
no
|
no
|
cellular
| 27 |
apr
| 149 | 2 | 182 | 1 |
failure
| 0no
|
36 |
services
|
married
|
secondary
|
no
| 3,064 |
yes
|
no
|
telephone
| 26 |
aug
| 240 | 3 | 107 | 4 |
failure
| 0no
|
53 |
technician
|
married
|
secondary
|
no
| 206 |
no
|
no
|
cellular
| 26 |
aug
| 87 | 6 | -1 | 0 |
unknown
| 0no
|
30 |
blue-collar
|
single
|
secondary
|
no
| 6,900 |
no
|
no
|
cellular
| 21 |
nov
| 816 | 1 | -1 | 0 |
unknown
| 0no
|
45 |
services
|
divorced
|
secondary
|
no
| -179 |
no
|
no
|
unknown
| 3 |
jul
| 155 | 2 | -1 | 0 |
unknown
| 0no
|
31 |
services
|
single
|
secondary
|
no
| 481 |
yes
|
no
|
cellular
| 20 |
nov
| 106 | 2 | 183 | 2 |
failure
| 0no
|
28 |
admin.
|
married
|
secondary
|
no
| 12 |
yes
|
no
|
cellular
| 30 |
jan
| 73 | 3 | 256 | 3 |
other
| 0no
|
45 |
blue-collar
|
married
|
primary
|
no
| 0 |
no
|
no
|
unknown
| 23 |
may
| 574 | 5 | -1 | 0 |
unknown
| 0no
|
51 |
management
|
married
|
tertiary
|
no
| 176 |
yes
|
yes
|
unknown
| 1 |
jun
| 8 | 1 | 687 | 2 |
failure
| 0no
|
53 |
management
|
married
|
primary
|
no
| 4,086 |
no
|
no
|
unknown
| 20 |
jun
| 14 | 3 | -1 | 0 |
unknown
| 0no
|
40 |
technician
|
married
|
secondary
|
no
| 257 |
yes
|
no
|
unknown
| 16 |
may
| 731 | 4 | -1 | 0 |
unknown
| 0no
|
53 |
blue-collar
|
married
|
primary
|
no
| 53 |
yes
|
no
|
cellular
| 7 |
apr
| 208 | 1 | 140 | 1 |
failure
| 0no
|
31 |
blue-collar
|
divorced
|
secondary
|
no
| 6 |
yes
|
no
|
cellular
| 29 |
jan
| 821 | 1 | -1 | 0 |
unknown
| 0no
|
30 |
management
|
married
|
tertiary
|
no
| 562 |
no
|
no
|
cellular
| 21 |
aug
| 137 | 4 | -1 | 0 |
unknown
| 0no
|
53 |
entrepreneur
|
married
|
secondary
|
no
| -118 |
yes
|
no
|
unknown
| 9 |
may
| 101 | 3 | -1 | 0 |
unknown
| 0no
|
40 |
blue-collar
|
married
|
primary
|
no
| 2,805 |
yes
|
no
|
cellular
| 14 |
may
| 173 | 6 | 353 | 23 |
failure
| 0no
|
26 |
management
|
single
|
secondary
|
no
| 565 |
yes
|
no
|
unknown
| 6 |
jun
| 582 | 11 | -1 | 0 |
unknown
| 0no
|
47 |
blue-collar
|
married
|
secondary
|
no
| 0 |
yes
|
no
|
cellular
| 21 |
jul
| 676 | 1 | -1 | 0 |
unknown
| 0no
|
51 |
management
|
married
|
tertiary
|
no
| 1,612 |
no
|
no
|
cellular
| 16 |
mar
| 384 | 1 | 182 | 5 |
failure
| 0no
|
45 |
unemployed
|
married
|
primary
|
no
| 180 |
yes
|
yes
|
unknown
| 27 |
may
| 62 | 2 | -1 | 0 |
unknown
| 0no
|
35 |
management
|
married
|
tertiary
|
no
| 0 |
yes
|
no
|
cellular
| 21 |
jul
| 295 | 3 | -1 | 0 |
unknown
| 0no
|
36 |
management
|
single
|
tertiary
|
no
| 876 |
yes
|
no
|
unknown
| 23 |
may
| 241 | 2 | -1 | 0 |
unknown
| 0no
|
57 |
admin.
|
married
|
secondary
|
no
| 2,137 |
no
|
no
|
telephone
| 8 |
jul
| 132 | 7 | -1 | 0 |
unknown
| 0no
|
42 |
blue-collar
|
married
|
primary
|
no
| 260 |
yes
|
no
|
telephone
| 31 |
jul
| 175 | 2 | -1 | 0 |
unknown
| 0no
|
32 |
blue-collar
|
married
|
secondary
|
yes
| -53 |
yes
|
no
|
cellular
| 16 |
apr
| 648 | 1 | 272 | 1 |
other
| 1yes
|
30 |
management
|
married
|
tertiary
|
no
| 944 |
no
|
no
|
cellular
| 29 |
oct
| 251 | 2 | -1 | 0 |
unknown
| 1yes
|
36 |
technician
|
married
|
secondary
|
no
| 2,394 |
no
|
no
|
cellular
| 14 |
aug
| 184 | 2 | -1 | 0 |
unknown
| 0no
|
43 |
technician
|
married
|
secondary
|
no
| 297 |
yes
|
no
|
cellular
| 14 |
oct
| 119 | 3 | -1 | 0 |
unknown
| 0no
|
69 |
retired
|
single
|
tertiary
|
no
| 2,144 |
no
|
no
|
cellular
| 29 |
jul
| 417 | 1 | 184 | 4 |
success
| 1yes
|
31 |
technician
|
single
|
tertiary
|
no
| 969 |
no
|
no
|
cellular
| 15 |
jun
| 95 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
technician
|
married
|
secondary
|
no
| 0 |
no
|
no
|
cellular
| 14 |
jul
| 125 | 2 | -1 | 0 |
unknown
| 0no
|
26 |
entrepreneur
|
married
|
tertiary
|
no
| 37 |
yes
|
yes
|
cellular
| 6 |
may
| 207 | 1 | 363 | 2 |
failure
| 0no
|
46 |
technician
|
married
|
secondary
|
no
| 410 |
no
|
yes
|
cellular
| 21 |
nov
| 162 | 5 | -1 | 0 |
unknown
| 0no
|
30 |
technician
|
married
|
secondary
|
no
| 1,211 |
yes
|
no
|
cellular
| 18 |
may
| 176 | 1 | -1 | 0 |
unknown
| 0no
|
33 |
management
|
single
|
tertiary
|
no
| 71 |
no
|
no
|
cellular
| 22 |
aug
| 107 | 6 | -1 | 0 |
unknown
| 0no
|
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