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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
32 |
management
|
married
|
secondary
|
no
| 6,217 |
yes
|
yes
|
cellular
| 18 |
nov
| 486 | 2 | 181 | 2 |
failure
| 0no
|
32 |
blue-collar
|
married
|
primary
|
no
| 329 |
yes
|
no
|
cellular
| 3 |
feb
| 321 | 1 | -1 | 0 |
unknown
| 0no
|
47 |
admin.
|
divorced
|
secondary
|
no
| 162 |
yes
|
no
|
unknown
| 9 |
may
| 203 | 4 | -1 | 0 |
unknown
| 0no
|
32 |
technician
|
married
|
unknown
|
no
| 14,533 |
no
|
no
|
cellular
| 31 |
dec
| 646 | 3 | 198 | 2 |
success
| 0no
|
49 |
management
|
single
|
tertiary
|
no
| 151 |
yes
|
no
|
cellular
| 8 |
jul
| 97 | 3 | -1 | 0 |
unknown
| 1yes
|
53 |
services
|
married
|
secondary
|
no
| -2 |
yes
|
yes
|
cellular
| 16 |
apr
| 144 | 2 | -1 | 0 |
unknown
| 0no
|
41 |
blue-collar
|
single
|
unknown
|
no
| 4,684 |
no
|
no
|
unknown
| 20 |
jun
| 30 | 6 | -1 | 0 |
unknown
| 0no
|
47 |
management
|
divorced
|
tertiary
|
no
| 1,149 |
no
|
yes
|
cellular
| 15 |
jul
| 82 | 2 | -1 | 0 |
unknown
| 0no
|
35 |
blue-collar
|
married
|
primary
|
no
| 11 |
yes
|
no
|
unknown
| 13 |
may
| 326 | 4 | -1 | 0 |
unknown
| 0no
|
33 |
management
|
single
|
secondary
|
no
| 8,004 |
no
|
no
|
cellular
| 19 |
nov
| 414 | 3 | -1 | 0 |
unknown
| 0no
|
49 |
blue-collar
|
married
|
primary
|
no
| 1,019 |
yes
|
no
|
cellular
| 16 |
apr
| 285 | 5 | -1 | 0 |
unknown
| 0no
|
46 |
management
|
divorced
|
tertiary
|
no
| 1,297 |
no
|
no
|
cellular
| 11 |
aug
| 716 | 3 | -1 | 0 |
unknown
| 1yes
|
29 |
management
|
divorced
|
tertiary
|
no
| 415 |
yes
|
yes
|
unknown
| 28 |
may
| 449 | 4 | -1 | 0 |
unknown
| 0no
|
58 |
self-employed
|
married
|
primary
|
no
| 671 |
yes
|
no
|
unknown
| 17 |
jun
| 16 | 3 | -1 | 0 |
unknown
| 0no
|
40 |
admin.
|
single
|
secondary
|
no
| 2,378 |
yes
|
no
|
unknown
| 2 |
jun
| 65 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
management
|
married
|
tertiary
|
no
| 417 |
yes
|
no
|
cellular
| 18 |
nov
| 138 | 1 | -1 | 0 |
unknown
| 0no
|
60 |
retired
|
married
|
primary
|
no
| 71 |
no
|
no
|
cellular
| 10 |
jul
| 121 | 3 | -1 | 0 |
unknown
| 0no
|
43 |
management
|
married
|
tertiary
|
no
| 1,188 |
no
|
no
|
cellular
| 27 |
may
| 140 | 2 | -1 | 0 |
unknown
| 0no
|
50 |
blue-collar
|
married
|
primary
|
no
| 8,139 |
yes
|
no
|
cellular
| 18 |
aug
| 256 | 6 | -1 | 0 |
unknown
| 0no
|
33 |
blue-collar
|
married
|
secondary
|
no
| 249 |
yes
|
no
|
cellular
| 31 |
jul
| 61 | 4 | -1 | 0 |
unknown
| 0no
|
37 |
blue-collar
|
married
|
primary
|
no
| 689 |
yes
|
no
|
cellular
| 14 |
jul
| 367 | 2 | -1 | 0 |
unknown
| 0no
|
55 |
self-employed
|
married
|
secondary
|
no
| 203 |
yes
|
no
|
telephone
| 14 |
may
| 9 | 5 | 174 | 12 |
other
| 0no
|
45 |
blue-collar
|
single
|
primary
|
yes
| -183 |
no
|
yes
|
cellular
| 15 |
jul
| 395 | 4 | -1 | 0 |
unknown
| 0no
|
47 |
blue-collar
|
married
|
primary
|
no
| 3,451 |
no
|
yes
|
cellular
| 21 |
nov
| 125 | 2 | -1 | 0 |
unknown
| 0no
|
58 |
technician
|
married
|
secondary
|
no
| 116 |
no
|
no
|
unknown
| 16 |
jun
| 580 | 3 | -1 | 0 |
unknown
| 0no
|
36 |
services
|
married
|
secondary
|
no
| 1,746 |
yes
|
no
|
cellular
| 7 |
apr
| 15 | 1 | 316 | 1 |
failure
| 0no
|
55 |
technician
|
married
|
secondary
|
no
| 0 |
yes
|
no
|
unknown
| 30 |
may
| 119 | 2 | -1 | 0 |
unknown
| 0no
|
31 |
blue-collar
|
married
|
secondary
|
no
| 897 |
yes
|
no
|
unknown
| 20 |
may
| 26 | 2 | -1 | 0 |
unknown
| 0no
|
38 |
technician
|
married
|
secondary
|
no
| 821 |
yes
|
yes
|
cellular
| 17 |
nov
| 224 | 2 | 180 | 1 |
failure
| 0no
|
42 |
blue-collar
|
married
|
secondary
|
no
| 130 |
yes
|
no
|
unknown
| 29 |
may
| 285 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
management
|
divorced
|
tertiary
|
no
| 1 |
yes
|
no
|
unknown
| 8 |
may
| 399 | 4 | -1 | 0 |
unknown
| 0no
|
39 |
blue-collar
|
married
|
secondary
|
no
| 8 |
no
|
no
|
cellular
| 30 |
jul
| 88 | 3 | -1 | 0 |
unknown
| 0no
|
41 |
technician
|
married
|
secondary
|
no
| 55 |
yes
|
no
|
cellular
| 6 |
aug
| 185 | 4 | -1 | 0 |
unknown
| 0no
|
59 |
blue-collar
|
married
|
primary
|
no
| 699 |
no
|
no
|
cellular
| 28 |
jan
| 98 | 1 | 154 | 6 |
failure
| 0no
|
42 |
unemployed
|
divorced
|
secondary
|
no
| 759 |
no
|
no
|
cellular
| 28 |
jan
| 97 | 1 | 169 | 3 |
failure
| 0no
|
33 |
blue-collar
|
married
|
secondary
|
no
| 687 |
yes
|
no
|
cellular
| 14 |
may
| 72 | 2 | 370 | 1 |
failure
| 0no
|
53 |
retired
|
married
|
secondary
|
no
| 4,968 |
no
|
no
|
cellular
| 6 |
may
| 109 | 1 | 87 | 2 |
failure
| 0no
|
43 |
blue-collar
|
married
|
primary
|
no
| 1,211 |
yes
|
no
|
unknown
| 6 |
may
| 208 | 3 | -1 | 0 |
unknown
| 0no
|
39 |
self-employed
|
single
|
tertiary
|
no
| 426 |
no
|
no
|
unknown
| 18 |
jun
| 1,029 | 1 | -1 | 0 |
unknown
| 1yes
|
27 |
entrepreneur
|
single
|
secondary
|
no
| 376 |
yes
|
yes
|
cellular
| 5 |
may
| 273 | 1 | -1 | 0 |
unknown
| 0no
|
39 |
management
|
married
|
tertiary
|
no
| 12 |
yes
|
no
|
unknown
| 23 |
may
| 130 | 1 | -1 | 0 |
unknown
| 0no
|
27 |
blue-collar
|
single
|
secondary
|
no
| 23 |
no
|
no
|
cellular
| 26 |
feb
| 590 | 2 | -1 | 0 |
unknown
| 0no
|
33 |
admin.
|
married
|
secondary
|
no
| 353 |
yes
|
no
|
cellular
| 19 |
nov
| 107 | 2 | -1 | 0 |
unknown
| 0no
|
29 |
services
|
divorced
|
secondary
|
no
| 330 |
yes
|
no
|
unknown
| 12 |
may
| 88 | 2 | -1 | 0 |
unknown
| 0no
|
33 |
management
|
divorced
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 13 |
aug
| 305 | 2 | -1 | 0 |
unknown
| 0no
|
41 |
entrepreneur
|
married
|
secondary
|
no
| 353 |
no
|
no
|
cellular
| 19 |
nov
| 90 | 2 | -1 | 0 |
unknown
| 0no
|
38 |
technician
|
single
|
tertiary
|
no
| 2,273 |
yes
|
no
|
cellular
| 17 |
apr
| 222 | 1 | -1 | 0 |
unknown
| 0no
|
30 |
management
|
married
|
tertiary
|
no
| 0 |
yes
|
no
|
cellular
| 9 |
jul
| 127 | 1 | -1 | 0 |
unknown
| 0no
|
58 |
unemployed
|
married
|
tertiary
|
no
| 744 |
no
|
no
|
telephone
| 28 |
jan
| 38 | 1 | -1 | 0 |
unknown
| 0no
|
37 |
services
|
single
|
secondary
|
no
| 608 |
no
|
no
|
cellular
| 14 |
may
| 380 | 3 | -1 | 0 |
unknown
| 0no
|
36 |
admin.
|
divorced
|
secondary
|
no
| 356 |
yes
|
no
|
cellular
| 7 |
apr
| 244 | 3 | 313 | 1 |
failure
| 0no
|
45 |
blue-collar
|
married
|
primary
|
no
| 1,291 |
yes
|
no
|
cellular
| 28 |
aug
| 189 | 17 | -1 | 0 |
unknown
| 0no
|
23 |
technician
|
single
|
secondary
|
no
| -306 |
yes
|
no
|
unknown
| 4 |
jun
| 217 | 2 | -1 | 0 |
unknown
| 0no
|
53 |
blue-collar
|
married
|
primary
|
no
| 306 |
no
|
no
|
cellular
| 28 |
jul
| 388 | 3 | 181 | 1 |
success
| 1yes
|
44 |
blue-collar
|
married
|
primary
|
no
| -312 |
yes
|
no
|
unknown
| 20 |
jun
| 22 | 3 | -1 | 0 |
unknown
| 0no
|
32 |
technician
|
single
|
secondary
|
no
| 493 |
no
|
no
|
cellular
| 13 |
aug
| 289 | 2 | -1 | 0 |
unknown
| 0no
|
32 |
management
|
married
|
tertiary
|
no
| 71 |
yes
|
no
|
cellular
| 21 |
jul
| 221 | 8 | -1 | 0 |
unknown
| 0no
|
38 |
admin.
|
married
|
tertiary
|
no
| 669 |
yes
|
yes
|
cellular
| 31 |
jul
| 129 | 2 | -1 | 0 |
unknown
| 0no
|
47 |
blue-collar
|
married
|
primary
|
no
| 556 |
yes
|
no
|
cellular
| 4 |
feb
| 147 | 2 | 264 | 4 |
other
| 0no
|
34 |
services
|
single
|
secondary
|
no
| 84 |
yes
|
no
|
unknown
| 23 |
may
| 299 | 1 | -1 | 0 |
unknown
| 0no
|
52 |
services
|
married
|
secondary
|
no
| 108 |
yes
|
no
|
unknown
| 15 |
may
| 543 | 12 | -1 | 0 |
unknown
| 0no
|
45 |
admin.
|
single
|
secondary
|
no
| -11 |
yes
|
no
|
cellular
| 5 |
may
| 247 | 1 | -1 | 0 |
unknown
| 0no
|
50 |
blue-collar
|
married
|
primary
|
no
| 1,164 |
yes
|
no
|
unknown
| 8 |
may
| 166 | 2 | -1 | 0 |
unknown
| 0no
|
52 |
blue-collar
|
divorced
|
primary
|
no
| -191 |
yes
|
no
|
unknown
| 15 |
may
| 755 | 1 | -1 | 0 |
unknown
| 1yes
|
37 |
blue-collar
|
married
|
secondary
|
no
| 132 |
no
|
no
|
unknown
| 27 |
may
| 336 | 2 | -1 | 0 |
unknown
| 0no
|
51 |
blue-collar
|
married
|
secondary
|
no
| 2,237 |
yes
|
no
|
unknown
| 29 |
may
| 619 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
management
|
married
|
tertiary
|
no
| 4,761 |
yes
|
no
|
cellular
| 5 |
may
| 159 | 2 | 350 | 2 |
failure
| 0no
|
33 |
blue-collar
|
married
|
secondary
|
no
| -346 |
yes
|
yes
|
unknown
| 23 |
may
| 29 | 3 | -1 | 0 |
unknown
| 0no
|
28 |
unemployed
|
married
|
secondary
|
no
| 655 |
yes
|
no
|
unknown
| 4 |
jun
| 606 | 2 | -1 | 0 |
unknown
| 0no
|
66 |
management
|
married
|
tertiary
|
no
| 1,048 |
yes
|
no
|
cellular
| 23 |
jun
| 971 | 2 | -1 | 0 |
unknown
| 0no
|
31 |
services
|
single
|
secondary
|
no
| 0 |
yes
|
no
|
unknown
| 28 |
may
| 231 | 2 | -1 | 0 |
unknown
| 0no
|
35 |
blue-collar
|
married
|
primary
|
no
| 624 |
yes
|
no
|
unknown
| 7 |
may
| 163 | 1 | -1 | 0 |
unknown
| 0no
|
47 |
services
|
single
|
unknown
|
no
| 1,784 |
no
|
no
|
cellular
| 19 |
oct
| 385 | 2 | -1 | 0 |
unknown
| 1yes
|
36 |
admin.
|
single
|
secondary
|
no
| 1,281 |
no
|
no
|
telephone
| 24 |
jul
| 119 | 2 | -1 | 0 |
unknown
| 0no
|
32 |
technician
|
single
|
tertiary
|
no
| 569 |
no
|
yes
|
cellular
| 29 |
jan
| 348 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
blue-collar
|
married
|
primary
|
no
| 1,666 |
yes
|
no
|
unknown
| 31 |
mar
| 30 | 1 | -1 | 0 |
unknown
| 0no
|
40 |
admin.
|
married
|
secondary
|
no
| 168 |
yes
|
no
|
cellular
| 7 |
may
| 249 | 2 | 169 | 1 |
failure
| 0no
|
33 |
self-employed
|
married
|
tertiary
|
no
| 263 |
no
|
no
|
cellular
| 4 |
may
| 119 | 2 | -1 | 0 |
unknown
| 0no
|
39 |
blue-collar
|
married
|
secondary
|
no
| -405 |
yes
|
no
|
cellular
| 8 |
may
| 177 | 1 | -1 | 0 |
unknown
| 0no
|
38 |
self-employed
|
married
|
secondary
|
no
| 279 |
yes
|
no
|
unknown
| 28 |
may
| 110 | 5 | -1 | 0 |
unknown
| 0no
|
32 |
technician
|
single
|
secondary
|
no
| 0 |
no
|
no
|
cellular
| 18 |
aug
| 594 | 4 | -1 | 0 |
unknown
| 1yes
|
65 |
unknown
|
married
|
unknown
|
no
| 300 |
no
|
no
|
cellular
| 12 |
jan
| 105 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
unemployed
|
single
|
tertiary
|
no
| 415 |
no
|
no
|
cellular
| 12 |
aug
| 123 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
admin.
|
single
|
primary
|
no
| 0 |
yes
|
yes
|
cellular
| 6 |
may
| 172 | 4 | -1 | 0 |
unknown
| 0no
|
42 |
blue-collar
|
single
|
primary
|
no
| 1,322 |
yes
|
yes
|
cellular
| 8 |
jul
| 178 | 1 | -1 | 0 |
unknown
| 0no
|
31 |
services
|
married
|
secondary
|
no
| 1,062 |
yes
|
yes
|
cellular
| 6 |
apr
| 230 | 1 | -1 | 0 |
unknown
| 0no
|
47 |
technician
|
married
|
secondary
|
no
| 302 |
yes
|
no
|
unknown
| 20 |
jun
| 89 | 3 | -1 | 0 |
unknown
| 0no
|
44 |
technician
|
divorced
|
secondary
|
no
| 809 |
yes
|
no
|
unknown
| 15 |
may
| 118 | 4 | -1 | 0 |
unknown
| 0no
|
38 |
housemaid
|
married
|
secondary
|
no
| -278 |
yes
|
no
|
cellular
| 28 |
jul
| 143 | 2 | -1 | 0 |
unknown
| 0no
|
28 |
management
|
single
|
tertiary
|
no
| 3,238 |
yes
|
no
|
unknown
| 19 |
may
| 7 | 1 | -1 | 0 |
unknown
| 0no
|
46 |
admin.
|
single
|
secondary
|
no
| 751 |
yes
|
no
|
unknown
| 13 |
may
| 104 | 2 | -1 | 0 |
unknown
| 0no
|
51 |
blue-collar
|
divorced
|
primary
|
no
| -28 |
no
|
yes
|
unknown
| 2 |
jul
| 220 | 2 | -1 | 0 |
unknown
| 0no
|
42 |
management
|
divorced
|
tertiary
|
no
| 0 |
no
|
no
|
unknown
| 20 |
jun
| 85 | 2 | -1 | 0 |
unknown
| 0no
|
37 |
technician
|
single
|
secondary
|
no
| 2,442 |
no
|
no
|
cellular
| 16 |
feb
| 91 | 3 | -1 | 0 |
unknown
| 1yes
|
58 |
unemployed
|
married
|
tertiary
|
no
| 1,798 |
yes
|
no
|
cellular
| 5 |
feb
| 19 | 8 | -1 | 0 |
unknown
| 0no
|
43 |
admin.
|
married
|
secondary
|
no
| 132 |
no
|
no
|
cellular
| 19 |
aug
| 574 | 1 | 84 | 3 |
success
| 1yes
|
36 |
management
|
single
|
tertiary
|
no
| 260 |
yes
|
no
|
cellular
| 7 |
may
| 49 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
blue-collar
|
married
|
secondary
|
no
| 7 |
yes
|
yes
|
cellular
| 2 |
feb
| 171 | 2 | 193 | 2 |
other
| 0no
|
31 |
management
|
single
|
tertiary
|
no
| 3,283 |
no
|
no
|
cellular
| 2 |
feb
| 258 | 1 | 73 | 1 |
failure
| 1yes
|
49 |
technician
|
married
|
unknown
|
no
| 323 |
yes
|
no
|
cellular
| 18 |
nov
| 41 | 2 | -1 | 0 |
unknown
| 0no
|
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