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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
24 |
student
|
single
|
unknown
|
no
| 3,298 |
yes
|
no
|
unknown
| 28 |
may
| 227 | 1 | -1 | 0 |
unknown
| 0no
|
58 |
retired
|
married
|
secondary
|
no
| 764 |
no
|
no
|
cellular
| 12 |
aug
| 219 | 4 | -1 | 0 |
unknown
| 0no
|
79 |
retired
|
married
|
primary
|
no
| 8,556 |
no
|
no
|
telephone
| 18 |
jan
| 326 | 2 | 272 | 2 |
success
| 1yes
|
32 |
blue-collar
|
married
|
secondary
|
no
| 3,514 |
yes
|
no
|
unknown
| 20 |
may
| 226 | 2 | -1 | 0 |
unknown
| 0no
|
33 |
services
|
married
|
primary
|
no
| 0 |
yes
|
no
|
cellular
| 18 |
jul
| 351 | 2 | -1 | 0 |
unknown
| 0no
|
77 |
retired
|
married
|
primary
|
no
| 680 |
no
|
no
|
telephone
| 27 |
nov
| 341 | 4 | 94 | 3 |
failure
| 0no
|
60 |
housemaid
|
married
|
primary
|
no
| 0 |
no
|
yes
|
telephone
| 22 |
jul
| 124 | 1 | -1 | 0 |
unknown
| 0no
|
54 |
management
|
married
|
tertiary
|
no
| 2,819 |
no
|
no
|
cellular
| 7 |
aug
| 123 | 3 | -1 | 0 |
unknown
| 0no
|
30 |
blue-collar
|
married
|
primary
|
no
| -518 |
yes
|
yes
|
unknown
| 28 |
may
| 244 | 6 | -1 | 0 |
unknown
| 0no
|
50 |
services
|
married
|
secondary
|
no
| 60 |
no
|
yes
|
cellular
| 27 |
aug
| 151 | 8 | -1 | 0 |
unknown
| 0no
|
50 |
management
|
married
|
secondary
|
no
| 732 |
no
|
no
|
cellular
| 7 |
apr
| 736 | 7 | -1 | 0 |
unknown
| 0no
|
37 |
technician
|
married
|
secondary
|
no
| 2,707 |
yes
|
no
|
telephone
| 16 |
jul
| 109 | 1 | -1 | 0 |
unknown
| 0no
|
41 |
technician
|
married
|
tertiary
|
no
| 177 |
yes
|
no
|
telephone
| 11 |
jul
| 117 | 2 | -1 | 0 |
unknown
| 0no
|
49 |
admin.
|
married
|
secondary
|
no
| 13,229 |
no
|
yes
|
telephone
| 8 |
jul
| 77 | 2 | -1 | 0 |
unknown
| 0no
|
41 |
blue-collar
|
married
|
primary
|
no
| -204 |
yes
|
yes
|
unknown
| 6 |
jun
| 42 | 1 | -1 | 0 |
unknown
| 0no
|
40 |
technician
|
married
|
secondary
|
no
| 990 |
yes
|
no
|
cellular
| 6 |
feb
| 252 | 3 | -1 | 0 |
unknown
| 0no
|
38 |
blue-collar
|
married
|
secondary
|
no
| 648 |
yes
|
no
|
unknown
| 3 |
jun
| 179 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
technician
|
married
|
secondary
|
no
| 50 |
no
|
no
|
cellular
| 11 |
aug
| 106 | 3 | -1 | 0 |
unknown
| 0no
|
49 |
entrepreneur
|
married
|
secondary
|
no
| 1,916 |
no
|
yes
|
telephone
| 14 |
jul
| 281 | 3 | -1 | 0 |
unknown
| 0no
|
72 |
retired
|
married
|
primary
|
no
| 763 |
no
|
no
|
cellular
| 24 |
apr
| 384 | 2 | -1 | 0 |
unknown
| 1yes
|
34 |
blue-collar
|
married
|
secondary
|
no
| 470 |
yes
|
yes
|
cellular
| 20 |
apr
| 217 | 1 | -1 | 0 |
unknown
| 0no
|
31 |
technician
|
married
|
secondary
|
no
| 0 |
no
|
yes
|
cellular
| 19 |
aug
| 144 | 4 | -1 | 0 |
unknown
| 0no
|
33 |
blue-collar
|
single
|
secondary
|
no
| 5,739 |
yes
|
yes
|
cellular
| 21 |
nov
| 374 | 1 | -1 | 0 |
unknown
| 0no
|
31 |
management
|
married
|
tertiary
|
no
| 0 |
no
|
no
|
unknown
| 14 |
may
| 298 | 1 | -1 | 0 |
unknown
| 0no
|
55 |
management
|
married
|
tertiary
|
no
| -375 |
no
|
no
|
cellular
| 30 |
jul
| 814 | 2 | -1 | 0 |
unknown
| 1yes
|
25 |
unemployed
|
married
|
secondary
|
no
| 157 |
yes
|
no
|
cellular
| 28 |
jul
| 33 | 31 | -1 | 0 |
unknown
| 0no
|
34 |
management
|
married
|
tertiary
|
no
| 1,518 |
yes
|
no
|
cellular
| 20 |
nov
| 128 | 2 | -1 | 0 |
unknown
| 0no
|
53 |
management
|
married
|
tertiary
|
no
| 1,343 |
no
|
no
|
cellular
| 5 |
aug
| 129 | 4 | -1 | 0 |
unknown
| 0no
|
39 |
management
|
single
|
tertiary
|
yes
| -401 |
yes
|
no
|
cellular
| 19 |
aug
| 274 | 4 | -1 | 0 |
unknown
| 0no
|
41 |
management
|
married
|
primary
|
no
| 5,310 |
yes
|
no
|
cellular
| 17 |
nov
| 984 | 1 | -1 | 0 |
unknown
| 1yes
|
32 |
blue-collar
|
single
|
secondary
|
no
| 2,285 |
yes
|
no
|
unknown
| 14 |
may
| 413 | 2 | -1 | 0 |
unknown
| 0no
|
29 |
admin.
|
married
|
secondary
|
no
| 22,171 |
yes
|
no
|
cellular
| 18 |
may
| 44 | 1 | 355 | 3 |
failure
| 0no
|
56 |
management
|
married
|
tertiary
|
no
| 856 |
yes
|
yes
|
cellular
| 4 |
feb
| 70 | 4 | 7 | 7 |
other
| 0no
|
19 |
student
|
single
|
unknown
|
no
| 1,169 |
no
|
no
|
cellular
| 6 |
feb
| 463 | 18 | -1 | 0 |
unknown
| 0no
|
39 |
management
|
single
|
tertiary
|
no
| 3,797 |
no
|
no
|
cellular
| 2 |
jun
| 96 | 2 | -1 | 0 |
unknown
| 0no
|
32 |
blue-collar
|
single
|
secondary
|
no
| 53 |
yes
|
no
|
cellular
| 18 |
nov
| 276 | 1 | 195 | 1 |
failure
| 0no
|
43 |
blue-collar
|
married
|
primary
|
no
| 2,519 |
yes
|
no
|
cellular
| 16 |
apr
| 257 | 2 | 146 | 9 |
other
| 0no
|
32 |
entrepreneur
|
married
|
primary
|
no
| 795 |
no
|
no
|
cellular
| 8 |
aug
| 131 | 3 | -1 | 0 |
unknown
| 0no
|
53 |
admin.
|
divorced
|
secondary
|
no
| 0 |
yes
|
yes
|
cellular
| 30 |
apr
| 586 | 2 | -1 | 0 |
unknown
| 0no
|
52 |
blue-collar
|
married
|
secondary
|
no
| 2,087 |
yes
|
no
|
cellular
| 31 |
aug
| 267 | 1 | 474 | 1 |
failure
| 1yes
|
43 |
technician
|
single
|
secondary
|
no
| 34 |
no
|
no
|
telephone
| 30 |
jul
| 29 | 1 | -1 | 0 |
unknown
| 0no
|
48 |
technician
|
married
|
secondary
|
no
| 5 |
no
|
no
|
unknown
| 9 |
jun
| 65 | 6 | -1 | 0 |
unknown
| 0no
|
27 |
technician
|
single
|
secondary
|
no
| 15 |
yes
|
no
|
cellular
| 25 |
jul
| 67 | 3 | -1 | 0 |
unknown
| 0no
|
27 |
management
|
single
|
tertiary
|
no
| 390 |
no
|
no
|
cellular
| 28 |
oct
| 190 | 1 | 82 | 1 |
success
| 0no
|
51 |
management
|
married
|
unknown
|
no
| 712 |
no
|
no
|
cellular
| 13 |
aug
| 287 | 2 | -1 | 0 |
unknown
| 0no
|
39 |
admin.
|
single
|
tertiary
|
no
| 2,600 |
yes
|
no
|
unknown
| 17 |
jun
| 77 | 1 | -1 | 0 |
unknown
| 0no
|
33 |
blue-collar
|
married
|
secondary
|
no
| -241 |
yes
|
yes
|
unknown
| 27 |
may
| 169 | 1 | -1 | 0 |
unknown
| 0no
|
50 |
blue-collar
|
divorced
|
primary
|
no
| 1,545 |
yes
|
no
|
cellular
| 20 |
nov
| 25 | 1 | -1 | 0 |
unknown
| 0no
|
59 |
retired
|
divorced
|
secondary
|
no
| 1,026 |
no
|
no
|
unknown
| 5 |
nov
| 669 | 1 | -1 | 0 |
unknown
| 1yes
|
58 |
housemaid
|
married
|
primary
|
no
| 435 |
yes
|
no
|
telephone
| 28 |
jul
| 122 | 6 | -1 | 0 |
unknown
| 0no
|
54 |
technician
|
married
|
tertiary
|
no
| 876 |
no
|
no
|
cellular
| 27 |
oct
| 269 | 3 | 541 | 3 |
success
| 1yes
|
60 |
blue-collar
|
married
|
secondary
|
no
| 1,801 |
no
|
no
|
telephone
| 29 |
oct
| 167 | 1 | -1 | 0 |
unknown
| 0no
|
38 |
management
|
married
|
tertiary
|
no
| 2,278 |
yes
|
yes
|
cellular
| 13 |
may
| 244 | 1 | -1 | 0 |
unknown
| 0no
|
39 |
blue-collar
|
married
|
unknown
|
no
| 157 |
yes
|
no
|
unknown
| 30 |
may
| 99 | 6 | -1 | 0 |
unknown
| 0no
|
40 |
admin.
|
married
|
secondary
|
no
| 1,327 |
yes
|
yes
|
unknown
| 26 |
may
| 76 | 2 | -1 | 0 |
unknown
| 0no
|
55 |
blue-collar
|
married
|
primary
|
no
| 284 |
no
|
yes
|
telephone
| 14 |
jul
| 252 | 4 | -1 | 0 |
unknown
| 0no
|
36 |
management
|
married
|
tertiary
|
no
| 495 |
no
|
no
|
cellular
| 12 |
mar
| 213 | 3 | 182 | 6 |
success
| 1yes
|
31 |
admin.
|
single
|
secondary
|
no
| 1,588 |
yes
|
no
|
unknown
| 3 |
jun
| 14 | 1 | -1 | 0 |
unknown
| 0no
|
38 |
services
|
married
|
secondary
|
no
| 0 |
yes
|
no
|
telephone
| 28 |
jul
| 121 | 2 | -1 | 0 |
unknown
| 0no
|
52 |
management
|
married
|
secondary
|
no
| 428 |
yes
|
no
|
unknown
| 30 |
may
| 153 | 1 | -1 | 0 |
unknown
| 0no
|
45 |
admin.
|
married
|
primary
|
no
| 542 |
no
|
no
|
cellular
| 11 |
may
| 8 | 5 | 350 | 3 |
other
| 0no
|
32 |
blue-collar
|
married
|
primary
|
no
| 66 |
no
|
no
|
cellular
| 19 |
nov
| 244 | 1 | -1 | 0 |
unknown
| 0no
|
58 |
blue-collar
|
divorced
|
secondary
|
no
| 314 |
no
|
no
|
unknown
| 25 |
jun
| 67 | 2 | -1 | 0 |
unknown
| 0no
|
35 |
management
|
married
|
tertiary
|
no
| 24 |
yes
|
no
|
cellular
| 8 |
apr
| 169 | 1 | 231 | 2 |
failure
| 0no
|
36 |
management
|
single
|
tertiary
|
no
| 613 |
no
|
no
|
cellular
| 7 |
aug
| 86 | 2 | -1 | 0 |
unknown
| 0no
|
55 |
retired
|
married
|
secondary
|
no
| 1,467 |
no
|
yes
|
cellular
| 29 |
jul
| 277 | 2 | -1 | 0 |
unknown
| 0no
|
45 |
blue-collar
|
married
|
secondary
|
no
| 192 |
yes
|
no
|
cellular
| 13 |
may
| 154 | 5 | 176 | 1 |
other
| 0no
|
49 |
management
|
married
|
secondary
|
no
| 321 |
no
|
no
|
unknown
| 9 |
jun
| 135 | 3 | -1 | 0 |
unknown
| 0no
|
44 |
blue-collar
|
married
|
secondary
|
no
| 788 |
yes
|
no
|
cellular
| 17 |
apr
| 392 | 1 | -1 | 0 |
unknown
| 0no
|
37 |
blue-collar
|
divorced
|
secondary
|
no
| 48 |
yes
|
no
|
unknown
| 8 |
may
| 133 | 2 | -1 | 0 |
unknown
| 0no
|
35 |
blue-collar
|
married
|
secondary
|
no
| 262 |
no
|
no
|
cellular
| 2 |
jul
| 96 | 2 | 109 | 4 |
success
| 0no
|
36 |
blue-collar
|
married
|
secondary
|
no
| 4,438 |
yes
|
no
|
unknown
| 20 |
may
| 446 | 1 | -1 | 0 |
unknown
| 1yes
|
44 |
services
|
single
|
secondary
|
no
| 5,045 |
yes
|
no
|
cellular
| 21 |
nov
| 20 | 6 | 175 | 15 |
other
| 0no
|
32 |
blue-collar
|
single
|
tertiary
|
no
| 3,014 |
yes
|
no
|
cellular
| 7 |
may
| 291 | 2 | -1 | 0 |
unknown
| 0no
|
56 |
management
|
married
|
tertiary
|
no
| 21,664 |
no
|
no
|
unknown
| 17 |
jun
| 214 | 8 | -1 | 0 |
unknown
| 0no
|
32 |
management
|
married
|
tertiary
|
no
| 5,878 |
no
|
no
|
cellular
| 19 |
aug
| 159 | 2 | -1 | 0 |
unknown
| 0no
|
35 |
entrepreneur
|
married
|
tertiary
|
no
| 2,723 |
yes
|
yes
|
cellular
| 8 |
aug
| 275 | 4 | -1 | 0 |
unknown
| 0no
|
44 |
management
|
married
|
secondary
|
no
| 576 |
yes
|
no
|
unknown
| 8 |
may
| 128 | 3 | -1 | 0 |
unknown
| 0no
|
59 |
entrepreneur
|
married
|
primary
|
no
| 0 |
no
|
no
|
telephone
| 19 |
nov
| 207 | 2 | 153 | 1 |
failure
| 0no
|
31 |
blue-collar
|
single
|
tertiary
|
no
| 2,197 |
yes
|
no
|
unknown
| 23 |
may
| 146 | 3 | -1 | 0 |
unknown
| 0no
|
60 |
blue-collar
|
married
|
unknown
|
no
| 104 |
yes
|
no
|
unknown
| 5 |
may
| 22 | 1 | -1 | 0 |
unknown
| 0no
|
33 |
technician
|
single
|
secondary
|
no
| 1,279 |
yes
|
no
|
cellular
| 18 |
may
| 239 | 2 | 349 | 3 |
success
| 0no
|
45 |
admin.
|
married
|
secondary
|
no
| 295 |
yes
|
no
|
cellular
| 23 |
jul
| 92 | 1 | -1 | 0 |
unknown
| 0no
|
45 |
blue-collar
|
married
|
primary
|
no
| 2,128 |
yes
|
no
|
unknown
| 19 |
may
| 149 | 4 | -1 | 0 |
unknown
| 0no
|
57 |
admin.
|
married
|
secondary
|
no
| 367 |
no
|
no
|
telephone
| 16 |
nov
| 107 | 2 | -1 | 0 |
unknown
| 0no
|
36 |
management
|
married
|
tertiary
|
no
| 1,477 |
no
|
no
|
cellular
| 7 |
aug
| 71 | 2 | -1 | 0 |
unknown
| 0no
|
30 |
blue-collar
|
single
|
primary
|
no
| 71 |
yes
|
no
|
unknown
| 19 |
may
| 122 | 6 | -1 | 0 |
unknown
| 0no
|
30 |
admin.
|
single
|
secondary
|
no
| 127 |
yes
|
no
|
cellular
| 18 |
may
| 16 | 6 | 368 | 1 |
other
| 0no
|
59 |
unemployed
|
divorced
|
secondary
|
no
| 2,921 |
no
|
no
|
telephone
| 3 |
feb
| 251 | 1 | -1 | 0 |
unknown
| 0no
|
58 |
management
|
married
|
tertiary
|
no
| 16,264 |
no
|
no
|
telephone
| 17 |
nov
| 215 | 3 | -1 | 0 |
unknown
| 0no
|
49 |
retired
|
married
|
primary
|
no
| 1,672 |
no
|
no
|
cellular
| 17 |
jul
| 128 | 3 | -1 | 0 |
unknown
| 0no
|
48 |
technician
|
married
|
tertiary
|
no
| 9,207 |
no
|
no
|
cellular
| 18 |
aug
| 445 | 3 | -1 | 0 |
unknown
| 0no
|
28 |
technician
|
single
|
tertiary
|
no
| 356 |
no
|
no
|
cellular
| 2 |
mar
| 76 | 2 | -1 | 0 |
unknown
| 0no
|
59 |
management
|
divorced
|
primary
|
no
| 133 |
yes
|
no
|
cellular
| 9 |
jul
| 206 | 1 | -1 | 0 |
unknown
| 0no
|
40 |
management
|
married
|
tertiary
|
no
| 1,217 |
yes
|
yes
|
cellular
| 18 |
nov
| 155 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
technician
|
divorced
|
secondary
|
no
| 202 |
yes
|
no
|
cellular
| 4 |
feb
| 429 | 1 | 201 | 1 |
failure
| 0no
|
58 |
blue-collar
|
married
|
secondary
|
no
| 590 |
no
|
yes
|
unknown
| 5 |
jun
| 133 | 1 | -1 | 0 |
unknown
| 0no
|
28 |
self-employed
|
single
|
tertiary
|
no
| 442 |
no
|
no
|
cellular
| 19 |
jun
| 474 | 3 | 95 | 3 |
other
| 1yes
|
27 |
technician
|
single
|
tertiary
|
no
| 808 |
yes
|
no
|
cellular
| 15 |
may
| 578 | 1 | 364 | 1 |
other
| 0no
|
38 |
management
|
single
|
tertiary
|
no
| 427 |
yes
|
no
|
cellular
| 6 |
may
| 17 | 3 | 169 | 2 |
failure
| 0no
|
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