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
|
single
|
tertiary
|
no
| 697 |
no
|
no
|
cellular
| 7 |
aug
| 119 | 1 | 99 | 3 |
failure
| 0no
|
37 |
services
|
single
|
tertiary
|
no
| 223 |
yes
|
no
|
unknown
| 28 |
may
| 25 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
student
|
married
|
secondary
|
no
| 1,694 |
yes
|
no
|
cellular
| 28 |
jan
| 929 | 1 | -1 | 0 |
unknown
| 0no
|
53 |
management
|
married
|
tertiary
|
no
| 4,446 |
yes
|
no
|
unknown
| 14 |
may
| 429 | 1 | -1 | 0 |
unknown
| 0no
|
39 |
management
|
married
|
tertiary
|
no
| 894 |
yes
|
no
|
cellular
| 20 |
apr
| 491 | 1 | 326 | 1 |
other
| 0no
|
31 |
technician
|
divorced
|
secondary
|
no
| 202 |
yes
|
no
|
cellular
| 18 |
jul
| 146 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
management
|
single
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 21 |
aug
| 191 | 2 | -1 | 0 |
unknown
| 0no
|
44 |
technician
|
married
|
tertiary
|
no
| 1,707 |
no
|
no
|
cellular
| 8 |
aug
| 406 | 3 | -1 | 0 |
unknown
| 0no
|
35 |
technician
|
married
|
secondary
|
no
| 13,658 |
yes
|
no
|
telephone
| 9 |
dec
| 220 | 2 | -1 | 0 |
unknown
| 0no
|
39 |
admin.
|
married
|
secondary
|
no
| 406 |
no
|
no
|
cellular
| 30 |
jul
| 253 | 5 | -1 | 0 |
unknown
| 0no
|
55 |
services
|
married
|
secondary
|
no
| 96 |
no
|
no
|
telephone
| 30 |
jul
| 340 | 2 | -1 | 0 |
unknown
| 0no
|
34 |
housemaid
|
married
|
secondary
|
no
| 0 |
yes
|
no
|
unknown
| 30 |
oct
| 154 | 1 | -1 | 0 |
unknown
| 1yes
|
39 |
technician
|
married
|
tertiary
|
no
| -276 |
no
|
yes
|
cellular
| 11 |
aug
| 121 | 4 | -1 | 0 |
unknown
| 0no
|
58 |
retired
|
married
|
secondary
|
no
| 413 |
no
|
no
|
cellular
| 27 |
aug
| 104 | 5 | -1 | 0 |
unknown
| 0no
|
37 |
blue-collar
|
married
|
primary
|
no
| 655 |
yes
|
no
|
cellular
| 5 |
feb
| 127 | 2 | 258 | 4 |
failure
| 0no
|
56 |
retired
|
divorced
|
primary
|
no
| 694 |
no
|
no
|
cellular
| 29 |
jan
| 144 | 1 | 102 | 1 |
other
| 1yes
|
32 |
admin.
|
single
|
secondary
|
no
| 10,218 |
yes
|
no
|
cellular
| 19 |
nov
| 149 | 2 | -1 | 0 |
unknown
| 0no
|
41 |
technician
|
single
|
tertiary
|
no
| 1,646 |
yes
|
no
|
cellular
| 4 |
feb
| 261 | 1 | 184 | 6 |
success
| 1yes
|
29 |
admin.
|
single
|
tertiary
|
no
| 14 |
no
|
no
|
cellular
| 29 |
sep
| 87 | 1 | 120 | 1 |
failure
| 0no
|
44 |
management
|
married
|
tertiary
|
no
| 7,635 |
no
|
no
|
cellular
| 21 |
aug
| 719 | 5 | -1 | 0 |
unknown
| 0no
|
24 |
blue-collar
|
married
|
secondary
|
no
| 9 |
yes
|
no
|
unknown
| 27 |
may
| 292 | 7 | -1 | 0 |
unknown
| 0no
|
43 |
management
|
single
|
secondary
|
no
| 1,029 |
yes
|
no
|
unknown
| 2 |
jun
| 145 | 1 | -1 | 0 |
unknown
| 0no
|
26 |
admin.
|
married
|
tertiary
|
no
| 2,855 |
no
|
no
|
cellular
| 30 |
mar
| 52 | 3 | -1 | 0 |
unknown
| 0no
|
39 |
admin.
|
married
|
secondary
|
no
| 260 |
yes
|
no
|
cellular
| 17 |
apr
| 146 | 1 | 281 | 1 |
failure
| 0no
|
49 |
blue-collar
|
married
|
secondary
|
no
| 2,039 |
yes
|
no
|
cellular
| 6 |
may
| 451 | 1 | 169 | 2 |
failure
| 1yes
|
52 |
blue-collar
|
divorced
|
primary
|
no
| -97 |
yes
|
yes
|
unknown
| 9 |
may
| 167 | 4 | -1 | 0 |
unknown
| 0no
|
33 |
blue-collar
|
married
|
tertiary
|
no
| 1,465 |
no
|
no
|
cellular
| 19 |
aug
| 98 | 4 | -1 | 0 |
unknown
| 0no
|
30 |
blue-collar
|
married
|
secondary
|
no
| 125 |
yes
|
no
|
unknown
| 29 |
may
| 238 | 2 | -1 | 0 |
unknown
| 0no
|
32 |
technician
|
single
|
tertiary
|
no
| 930 |
no
|
no
|
cellular
| 27 |
aug
| 85 | 7 | -1 | 0 |
unknown
| 0no
|
27 |
management
|
single
|
tertiary
|
no
| 0 |
yes
|
no
|
cellular
| 30 |
jan
| 323 | 4 | -1 | 0 |
unknown
| 0no
|
58 |
blue-collar
|
married
|
primary
|
no
| 73 |
no
|
no
|
unknown
| 17 |
jun
| 116 | 1 | -1 | 0 |
unknown
| 0no
|
46 |
retired
|
married
|
primary
|
no
| -35 |
yes
|
no
|
cellular
| 7 |
may
| 304 | 3 | -1 | 0 |
unknown
| 0no
|
28 |
management
|
single
|
tertiary
|
no
| 1,351 |
no
|
no
|
cellular
| 10 |
dec
| 267 | 1 | -1 | 0 |
unknown
| 0no
|
39 |
services
|
married
|
primary
|
no
| 1,601 |
yes
|
no
|
unknown
| 23 |
may
| 201 | 2 | -1 | 0 |
unknown
| 0no
|
41 |
services
|
married
|
unknown
|
no
| 88 |
yes
|
no
|
cellular
| 11 |
may
| 105 | 1 | 336 | 2 |
failure
| 0no
|
38 |
services
|
married
|
secondary
|
no
| 435 |
yes
|
no
|
unknown
| 23 |
may
| 193 | 2 | -1 | 0 |
unknown
| 0no
|
50 |
unemployed
|
divorced
|
secondary
|
no
| 717 |
yes
|
no
|
cellular
| 30 |
jan
| 113 | 1 | -1 | 0 |
unknown
| 0no
|
56 |
services
|
married
|
secondary
|
no
| 705 |
yes
|
no
|
unknown
| 29 |
may
| 151 | 2 | -1 | 0 |
unknown
| 0no
|
34 |
technician
|
married
|
secondary
|
no
| 1,553 |
no
|
no
|
cellular
| 20 |
aug
| 200 | 2 | -1 | 0 |
unknown
| 0no
|
33 |
blue-collar
|
divorced
|
secondary
|
no
| -131 |
yes
|
no
|
unknown
| 16 |
may
| 145 | 1 | -1 | 0 |
unknown
| 0no
|
61 |
technician
|
married
|
secondary
|
no
| 1,191 |
no
|
no
|
cellular
| 21 |
may
| 214 | 4 | -1 | 0 |
unknown
| 1yes
|
36 |
admin.
|
single
|
secondary
|
no
| 47 |
no
|
yes
|
cellular
| 9 |
jul
| 36 | 6 | -1 | 0 |
unknown
| 0no
|
34 |
technician
|
married
|
tertiary
|
no
| 544 |
yes
|
yes
|
cellular
| 18 |
nov
| 58 | 2 | -1 | 0 |
unknown
| 0no
|
36 |
blue-collar
|
married
|
secondary
|
no
| 688 |
yes
|
no
|
unknown
| 6 |
may
| 174 | 2 | -1 | 0 |
unknown
| 0no
|
45 |
management
|
married
|
tertiary
|
no
| 242 |
no
|
no
|
cellular
| 30 |
apr
| 587 | 1 | -1 | 0 |
unknown
| 1yes
|
27 |
student
|
single
|
tertiary
|
no
| 118 |
no
|
no
|
cellular
| 25 |
may
| 112 | 1 | -1 | 0 |
unknown
| 0no
|
45 |
admin.
|
married
|
secondary
|
no
| -388 |
yes
|
no
|
cellular
| 14 |
jul
| 175 | 2 | -1 | 0 |
unknown
| 0no
|
40 |
self-employed
|
married
|
tertiary
|
no
| 1,603 |
no
|
no
|
unknown
| 17 |
jun
| 279 | 1 | -1 | 0 |
unknown
| 0no
|
36 |
management
|
single
|
secondary
|
no
| 1,511 |
yes
|
no
|
cellular
| 16 |
nov
| 270 | 1 | -1 | 0 |
unknown
| 1yes
|
46 |
blue-collar
|
married
|
primary
|
no
| 147 |
yes
|
no
|
cellular
| 6 |
may
| 116 | 2 | 169 | 3 |
failure
| 0no
|
37 |
entrepreneur
|
married
|
tertiary
|
no
| 836 |
yes
|
no
|
unknown
| 27 |
may
| 129 | 2 | -1 | 0 |
unknown
| 0no
|
36 |
technician
|
married
|
secondary
|
no
| 55 |
yes
|
no
|
cellular
| 13 |
may
| 38 | 2 | 369 | 4 |
failure
| 0no
|
37 |
admin.
|
married
|
secondary
|
no
| 1,123 |
no
|
yes
|
unknown
| 28 |
may
| 138 | 1 | -1 | 0 |
unknown
| 0no
|
22 |
student
|
single
|
tertiary
|
no
| 691 |
no
|
no
|
cellular
| 19 |
aug
| 338 | 1 | -1 | 0 |
unknown
| 1yes
|
51 |
services
|
married
|
secondary
|
no
| 0 |
no
|
yes
|
unknown
| 26 |
jun
| 565 | 3 | -1 | 0 |
unknown
| 0no
|
49 |
technician
|
married
|
secondary
|
no
| 12,531 |
no
|
no
|
cellular
| 13 |
aug
| 77 | 8 | -1 | 0 |
unknown
| 0no
|
35 |
management
|
married
|
tertiary
|
no
| 552 |
yes
|
yes
|
cellular
| 19 |
nov
| 314 | 2 | 124 | 1 |
failure
| 0no
|
50 |
housemaid
|
married
|
primary
|
no
| 0 |
no
|
no
|
unknown
| 20 |
jun
| 179 | 2 | -1 | 0 |
unknown
| 0no
|
31 |
services
|
married
|
tertiary
|
no
| 309 |
yes
|
yes
|
unknown
| 7 |
may
| 294 | 1 | -1 | 0 |
unknown
| 0no
|
47 |
services
|
single
|
secondary
|
no
| 33 |
yes
|
no
|
cellular
| 5 |
may
| 298 | 1 | -1 | 0 |
unknown
| 0no
|
59 |
blue-collar
|
married
|
secondary
|
no
| 681 |
yes
|
no
|
telephone
| 14 |
apr
| 427 | 2 | -1 | 0 |
unknown
| 0no
|
32 |
blue-collar
|
married
|
secondary
|
no
| 1,787 |
yes
|
no
|
cellular
| 12 |
may
| 87 | 4 | 357 | 4 |
failure
| 0no
|
71 |
retired
|
married
|
tertiary
|
no
| 14,220 |
yes
|
no
|
cellular
| 9 |
sep
| 397 | 1 | -1 | 0 |
unknown
| 1yes
|
31 |
management
|
single
|
tertiary
|
no
| 12,569 |
no
|
no
|
cellular
| 9 |
sep
| 344 | 1 | 295 | 1 |
failure
| 1yes
|
41 |
blue-collar
|
married
|
primary
|
no
| 4 |
no
|
no
|
cellular
| 23 |
jul
| 74 | 5 | -1 | 0 |
unknown
| 0no
|
35 |
blue-collar
|
married
|
primary
|
no
| 3,587 |
yes
|
no
|
unknown
| 30 |
may
| 148 | 4 | -1 | 0 |
unknown
| 0no
|
36 |
management
|
married
|
tertiary
|
no
| 254 |
no
|
no
|
unknown
| 6 |
jun
| 161 | 3 | -1 | 0 |
unknown
| 0no
|
46 |
blue-collar
|
divorced
|
primary
|
no
| 1,712 |
no
|
no
|
unknown
| 19 |
jun
| 110 | 1 | -1 | 0 |
unknown
| 0no
|
46 |
blue-collar
|
married
|
secondary
|
no
| 4,855 |
yes
|
no
|
cellular
| 10 |
aug
| 1,529 | 1 | 397 | 1 |
failure
| 0no
|
47 |
technician
|
married
|
tertiary
|
no
| 2,408 |
no
|
no
|
cellular
| 12 |
aug
| 236 | 1 | 104 | 1 |
success
| 0no
|
35 |
management
|
single
|
tertiary
|
no
| 252 |
yes
|
no
|
cellular
| 8 |
aug
| 89 | 2 | -1 | 0 |
unknown
| 0no
|
37 |
blue-collar
|
married
|
secondary
|
no
| 346 |
yes
|
no
|
cellular
| 17 |
apr
| 390 | 1 | 316 | 1 |
failure
| 0no
|
56 |
admin.
|
married
|
secondary
|
no
| 45 |
no
|
no
|
unknown
| 5 |
may
| 1,467 | 1 | -1 | 0 |
unknown
| 1yes
|
46 |
admin.
|
married
|
secondary
|
no
| 556 |
yes
|
yes
|
unknown
| 15 |
may
| 646 | 3 | -1 | 0 |
unknown
| 1yes
|
44 |
management
|
divorced
|
tertiary
|
no
| -710 |
yes
|
no
|
cellular
| 10 |
jul
| 183 | 1 | -1 | 0 |
unknown
| 0no
|
48 |
technician
|
single
|
tertiary
|
no
| -551 |
yes
|
no
|
cellular
| 11 |
may
| 168 | 2 | -1 | 0 |
unknown
| 0no
|
28 |
blue-collar
|
single
|
secondary
|
no
| 56 |
yes
|
no
|
unknown
| 23 |
may
| 66 | 1 | -1 | 0 |
unknown
| 0no
|
38 |
entrepreneur
|
married
|
tertiary
|
no
| 1,514 |
no
|
yes
|
cellular
| 21 |
nov
| 160 | 3 | 120 | 3 |
failure
| 0no
|
34 |
management
|
single
|
tertiary
|
no
| 178 |
yes
|
no
|
cellular
| 15 |
may
| 14 | 2 | -1 | 0 |
unknown
| 0no
|
56 |
technician
|
married
|
secondary
|
no
| 359 |
yes
|
no
|
unknown
| 6 |
jun
| 220 | 4 | -1 | 0 |
unknown
| 0no
|
55 |
retired
|
divorced
|
secondary
|
no
| 1,580 |
no
|
yes
|
unknown
| 19 |
jun
| 1,007 | 1 | -1 | 0 |
unknown
| 1yes
|
44 |
blue-collar
|
divorced
|
secondary
|
no
| 221 |
no
|
no
|
cellular
| 30 |
jul
| 149 | 13 | -1 | 0 |
unknown
| 0no
|
38 |
technician
|
married
|
tertiary
|
no
| 1,161 |
yes
|
no
|
unknown
| 8 |
may
| 665 | 1 | -1 | 0 |
unknown
| 0no
|
53 |
retired
|
married
|
secondary
|
no
| 1,278 |
yes
|
no
|
telephone
| 15 |
jul
| 174 | 3 | -1 | 0 |
unknown
| 0no
|
41 |
admin.
|
single
|
tertiary
|
no
| 982 |
no
|
no
|
cellular
| 23 |
jul
| 105 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
technician
|
single
|
secondary
|
no
| 16 |
no
|
no
|
cellular
| 13 |
aug
| 990 | 1 | -1 | 0 |
unknown
| 1yes
|
34 |
management
|
single
|
tertiary
|
no
| 1 |
no
|
no
|
cellular
| 19 |
nov
| 582 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
services
|
married
|
secondary
|
no
| 128 |
yes
|
no
|
cellular
| 12 |
may
| 136 | 1 | -1 | 0 |
unknown
| 0no
|
38 |
entrepreneur
|
single
|
secondary
|
no
| 2,543 |
no
|
no
|
cellular
| 10 |
aug
| 223 | 1 | 414 | 4 |
failure
| 1yes
|
42 |
entrepreneur
|
married
|
tertiary
|
no
| 42,045 |
no
|
no
|
cellular
| 8 |
aug
| 205 | 2 | -1 | 0 |
unknown
| 0no
|
56 |
blue-collar
|
married
|
primary
|
no
| 828 |
yes
|
no
|
cellular
| 14 |
may
| 214 | 1 | 349 | 1 |
failure
| 0no
|
37 |
management
|
divorced
|
tertiary
|
no
| 0 |
yes
|
no
|
cellular
| 11 |
may
| 217 | 6 | -1 | 0 |
unknown
| 0no
|
47 |
housemaid
|
married
|
secondary
|
no
| 3,940 |
yes
|
no
|
cellular
| 9 |
nov
| 171 | 2 | 96 | 5 |
success
| 0no
|
29 |
blue-collar
|
married
|
secondary
|
no
| 125 |
yes
|
no
|
unknown
| 13 |
may
| 50 | 1 | -1 | 0 |
unknown
| 0no
|
41 |
management
|
married
|
tertiary
|
no
| 140 |
yes
|
no
|
unknown
| 5 |
jun
| 65 | 3 | -1 | 0 |
unknown
| 0no
|
43 |
technician
|
single
|
secondary
|
no
| 593 |
yes
|
no
|
unknown
| 5 |
may
| 55 | 1 | -1 | 0 |
unknown
| 0no
|
38 |
self-employed
|
married
|
secondary
|
no
| 746 |
no
|
no
|
unknown
| 20 |
jun
| 256 | 3 | -1 | 0 |
unknown
| 0no
|
31 |
technician
|
married
|
secondary
|
no
| 589 |
yes
|
yes
|
unknown
| 21 |
may
| 151 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
management
|
single
|
tertiary
|
no
| 2,343 |
no
|
no
|
cellular
| 18 |
jul
| 226 | 1 | -1 | 0 |
unknown
| 0no
|
40 |
management
|
married
|
tertiary
|
no
| 294 |
yes
|
no
|
cellular
| 23 |
jul
| 97 | 5 | -1 | 0 |
unknown
| 0no
|
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