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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
59 |
retired
|
divorced
|
secondary
|
no
| 5,845 |
no
|
no
|
cellular
| 14 |
may
| 1,060 | 2 | -1 | 0 |
unknown
| 1yes
|
30 |
management
|
single
|
tertiary
|
no
| 329 |
yes
|
no
|
unknown
| 6 |
jun
| 122 | 16 | -1 | 0 |
unknown
| 0no
|
46 |
blue-collar
|
married
|
secondary
|
no
| 494 |
yes
|
no
|
unknown
| 26 |
may
| 724 | 1 | -1 | 0 |
unknown
| 0no
|
42 |
management
|
married
|
unknown
|
no
| 1,519 |
no
|
no
|
cellular
| 19 |
oct
| 230 | 1 | 92 | 1 |
success
| 1yes
|
37 |
entrepreneur
|
married
|
tertiary
|
no
| 2,685 |
no
|
no
|
unknown
| 20 |
jun
| 187 | 2 | -1 | 0 |
unknown
| 0no
|
44 |
blue-collar
|
married
|
primary
|
no
| -14 |
yes
|
yes
|
unknown
| 19 |
may
| 179 | 4 | -1 | 0 |
unknown
| 0no
|
49 |
services
|
married
|
secondary
|
no
| 5,673 |
no
|
yes
|
cellular
| 4 |
aug
| 357 | 3 | -1 | 0 |
unknown
| 0no
|
41 |
blue-collar
|
married
|
secondary
|
no
| 1,459 |
no
|
no
|
unknown
| 5 |
jun
| 82 | 1 | -1 | 0 |
unknown
| 0no
|
48 |
technician
|
married
|
tertiary
|
no
| 0 |
no
|
no
|
telephone
| 26 |
aug
| 176 | 15 | -1 | 0 |
unknown
| 0no
|
31 |
management
|
married
|
secondary
|
no
| 625 |
yes
|
no
|
cellular
| 7 |
apr
| 424 | 1 | 138 | 1 |
failure
| 0no
|
37 |
student
|
married
|
unknown
|
no
| 0 |
no
|
no
|
unknown
| 18 |
jun
| 115 | 1 | -1 | 0 |
unknown
| 0no
|
51 |
services
|
married
|
secondary
|
no
| 867 |
yes
|
no
|
cellular
| 3 |
feb
| 177 | 2 | 211 | 3 |
failure
| 0no
|
80 |
retired
|
married
|
secondary
|
no
| 8,304 |
no
|
no
|
telephone
| 9 |
jun
| 712 | 1 | 64 | 12 |
failure
| 1yes
|
32 |
management
|
single
|
tertiary
|
no
| 151 |
yes
|
no
|
unknown
| 6 |
may
| 118 | 1 | -1 | 0 |
unknown
| 0no
|
48 |
services
|
married
|
primary
|
yes
| -583 |
yes
|
no
|
unknown
| 2 |
jun
| 25 | 7 | -1 | 0 |
unknown
| 0no
|
49 |
blue-collar
|
married
|
tertiary
|
no
| 1,784 |
no
|
no
|
unknown
| 12 |
jun
| 753 | 1 | -1 | 0 |
unknown
| 0no
|
30 |
management
|
married
|
tertiary
|
no
| 3,134 |
yes
|
no
|
cellular
| 17 |
jul
| 124 | 1 | -1 | 0 |
unknown
| 0no
|
27 |
self-employed
|
single
|
secondary
|
no
| 49 |
yes
|
no
|
cellular
| 30 |
jan
| 208 | 2 | -1 | 0 |
unknown
| 0no
|
34 |
technician
|
married
|
secondary
|
no
| -346 |
no
|
no
|
cellular
| 13 |
aug
| 136 | 4 | -1 | 0 |
unknown
| 0no
|
49 |
management
|
married
|
secondary
|
no
| 1,623 |
yes
|
no
|
cellular
| 19 |
nov
| 1,081 | 2 | -1 | 0 |
unknown
| 1yes
|
48 |
management
|
married
|
tertiary
|
no
| 60 |
no
|
no
|
telephone
| 7 |
may
| 376 | 2 | 339 | 7 |
failure
| 0no
|
40 |
services
|
married
|
secondary
|
no
| 17 |
no
|
no
|
cellular
| 4 |
jun
| 78 | 1 | -1 | 0 |
unknown
| 0no
|
38 |
blue-collar
|
married
|
secondary
|
no
| 2,008 |
yes
|
no
|
cellular
| 18 |
nov
| 354 | 1 | -1 | 0 |
unknown
| 0no
|
46 |
blue-collar
|
married
|
primary
|
no
| 91 |
yes
|
no
|
cellular
| 6 |
may
| 29 | 1 | 356 | 2 |
failure
| 0no
|
41 |
entrepreneur
|
married
|
tertiary
|
no
| 171 |
yes
|
no
|
cellular
| 19 |
nov
| 209 | 1 | 191 | 4 |
failure
| 0no
|
28 |
management
|
single
|
tertiary
|
no
| 1,027 |
yes
|
no
|
cellular
| 14 |
may
| 433 | 1 | -1 | 0 |
unknown
| 0no
|
51 |
services
|
married
|
unknown
|
no
| 5,801 |
yes
|
no
|
unknown
| 29 |
may
| 147 | 2 | -1 | 0 |
unknown
| 0no
|
33 |
blue-collar
|
divorced
|
primary
|
no
| 142 |
yes
|
no
|
telephone
| 11 |
may
| 41 | 2 | 300 | 5 |
failure
| 0no
|
26 |
management
|
single
|
tertiary
|
no
| 205 |
no
|
no
|
unknown
| 26 |
may
| 111 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
admin.
|
single
|
secondary
|
no
| 852 |
no
|
no
|
cellular
| 14 |
apr
| 108 | 2 | -1 | 0 |
unknown
| 0no
|
27 |
blue-collar
|
married
|
secondary
|
yes
| -584 |
yes
|
no
|
cellular
| 7 |
may
| 411 | 2 | -1 | 0 |
unknown
| 0no
|
42 |
self-employed
|
married
|
secondary
|
no
| 97 |
no
|
no
|
cellular
| 10 |
jul
| 108 | 2 | -1 | 0 |
unknown
| 0no
|
45 |
admin.
|
married
|
secondary
|
no
| 204 |
yes
|
no
|
cellular
| 3 |
jun
| 224 | 2 | -1 | 0 |
unknown
| 1yes
|
31 |
technician
|
single
|
secondary
|
no
| 628 |
yes
|
no
|
unknown
| 12 |
may
| 1,083 | 2 | -1 | 0 |
unknown
| 0no
|
32 |
management
|
single
|
tertiary
|
no
| 311 |
no
|
no
|
unknown
| 12 |
may
| 757 | 2 | -1 | 0 |
unknown
| 1yes
|
39 |
blue-collar
|
married
|
primary
|
no
| 1,564 |
no
|
no
|
unknown
| 17 |
jun
| 57 | 1 | -1 | 0 |
unknown
| 0no
|
26 |
blue-collar
|
single
|
secondary
|
no
| 856 |
yes
|
yes
|
cellular
| 30 |
jul
| 95 | 5 | -1 | 0 |
unknown
| 0no
|
40 |
management
|
single
|
tertiary
|
no
| 1,509 |
no
|
no
|
cellular
| 15 |
mar
| 144 | 2 | 124 | 1 |
failure
| 0no
|
52 |
services
|
married
|
secondary
|
no
| -888 |
no
|
no
|
cellular
| 16 |
jul
| 135 | 1 | -1 | 0 |
unknown
| 0no
|
40 |
technician
|
single
|
tertiary
|
no
| 226 |
no
|
no
|
cellular
| 15 |
jan
| 176 | 2 | -1 | 0 |
unknown
| 0no
|
48 |
technician
|
married
|
secondary
|
no
| 127 |
no
|
yes
|
cellular
| 7 |
aug
| 524 | 5 | -1 | 0 |
unknown
| 0no
|
31 |
services
|
married
|
secondary
|
no
| 413 |
yes
|
no
|
unknown
| 13 |
may
| 65 | 1 | -1 | 0 |
unknown
| 0no
|
27 |
admin.
|
married
|
secondary
|
no
| 710 |
yes
|
yes
|
cellular
| 6 |
may
| 653 | 1 | 334 | 2 |
success
| 1yes
|
47 |
technician
|
married
|
secondary
|
no
| 1,233 |
yes
|
no
|
unknown
| 11 |
sep
| 91 | 1 | 100 | 2 |
other
| 1yes
|
28 |
management
|
single
|
secondary
|
no
| 171 |
no
|
no
|
cellular
| 10 |
mar
| 93 | 1 | -1 | 0 |
unknown
| 1yes
|
40 |
management
|
divorced
|
tertiary
|
no
| 69 |
yes
|
no
|
cellular
| 6 |
may
| 503 | 2 | 280 | 2 |
failure
| 0no
|
34 |
admin.
|
married
|
secondary
|
no
| 1,499 |
yes
|
no
|
cellular
| 13 |
apr
| 186 | 1 | 327 | 2 |
failure
| 0no
|
29 |
self-employed
|
married
|
tertiary
|
no
| 751 |
yes
|
no
|
unknown
| 23 |
may
| 121 | 2 | -1 | 0 |
unknown
| 0no
|
36 |
management
|
married
|
tertiary
|
no
| 61 |
no
|
yes
|
cellular
| 19 |
aug
| 452 | 2 | -1 | 0 |
unknown
| 0no
|
83 |
retired
|
married
|
primary
|
no
| 425 |
no
|
no
|
telephone
| 22 |
jun
| 883 | 1 | 140 | 1 |
failure
| 1yes
|
55 |
services
|
divorced
|
primary
|
no
| 2,923 |
yes
|
no
|
unknown
| 15 |
may
| 104 | 2 | -1 | 0 |
unknown
| 0no
|
43 |
management
|
divorced
|
tertiary
|
no
| 99 |
no
|
no
|
cellular
| 29 |
jan
| 24 | 3 | -1 | 0 |
unknown
| 0no
|
23 |
student
|
single
|
secondary
|
no
| 1,021 |
no
|
no
|
telephone
| 19 |
jun
| 79 | 9 | -1 | 0 |
unknown
| 0no
|
44 |
technician
|
married
|
tertiary
|
no
| 1,146 |
no
|
no
|
cellular
| 4 |
jul
| 178 | 2 | -1 | 0 |
unknown
| 0no
|
58 |
blue-collar
|
married
|
primary
|
no
| 781 |
yes
|
no
|
cellular
| 15 |
may
| 74 | 2 | -1 | 0 |
unknown
| 0no
|
29 |
admin.
|
single
|
secondary
|
no
| 1,448 |
no
|
no
|
cellular
| 10 |
mar
| 217 | 1 | 184 | 7 |
other
| 0no
|
30 |
management
|
single
|
tertiary
|
no
| 604 |
no
|
yes
|
cellular
| 2 |
feb
| 475 | 1 | -1 | 0 |
unknown
| 0no
|
29 |
admin.
|
single
|
secondary
|
no
| -194 |
yes
|
no
|
cellular
| 7 |
may
| 127 | 1 | -1 | 0 |
unknown
| 0no
|
41 |
technician
|
married
|
secondary
|
no
| 0 |
no
|
no
|
cellular
| 11 |
mar
| 101 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
housemaid
|
married
|
primary
|
no
| 0 |
yes
|
no
|
cellular
| 14 |
jul
| 340 | 3 | -1 | 0 |
unknown
| 0no
|
31 |
technician
|
single
|
secondary
|
no
| 1,014 |
yes
|
no
|
cellular
| 23 |
jul
| 158 | 4 | -1 | 0 |
unknown
| 0no
|
27 |
admin.
|
single
|
tertiary
|
no
| 73 |
no
|
no
|
cellular
| 29 |
jan
| 242 | 1 | -1 | 0 |
unknown
| 0no
|
47 |
services
|
married
|
secondary
|
no
| 2,597 |
yes
|
no
|
unknown
| 16 |
may
| 323 | 1 | -1 | 0 |
unknown
| 0no
|
53 |
self-employed
|
married
|
tertiary
|
no
| 2,627 |
yes
|
yes
|
unknown
| 16 |
jun
| 18 | 30 | -1 | 0 |
unknown
| 0no
|
34 |
management
|
married
|
tertiary
|
no
| 1,906 |
yes
|
no
|
cellular
| 14 |
jul
| 68 | 3 | -1 | 0 |
unknown
| 0no
|
34 |
blue-collar
|
married
|
primary
|
no
| -319 |
yes
|
yes
|
cellular
| 9 |
jul
| 134 | 4 | -1 | 0 |
unknown
| 0no
|
36 |
management
|
married
|
tertiary
|
no
| -296 |
yes
|
no
|
cellular
| 14 |
may
| 113 | 3 | -1 | 0 |
unknown
| 0no
|
40 |
technician
|
married
|
secondary
|
no
| 169 |
yes
|
no
|
cellular
| 18 |
aug
| 43 | 4 | -1 | 0 |
unknown
| 0no
|
37 |
self-employed
|
single
|
tertiary
|
no
| 556 |
no
|
no
|
unknown
| 17 |
jun
| 200 | 2 | -1 | 0 |
unknown
| 0no
|
65 |
retired
|
divorced
|
unknown
|
no
| 300 |
no
|
no
|
cellular
| 2 |
aug
| 245 | 2 | -1 | 0 |
unknown
| 0no
|
53 |
technician
|
divorced
|
secondary
|
no
| 751 |
yes
|
no
|
unknown
| 16 |
may
| 343 | 4 | -1 | 0 |
unknown
| 0no
|
28 |
technician
|
single
|
secondary
|
no
| 126 |
no
|
no
|
cellular
| 3 |
mar
| 229 | 1 | -1 | 0 |
unknown
| 0no
|
33 |
technician
|
divorced
|
tertiary
|
no
| -386 |
yes
|
no
|
unknown
| 23 |
may
| 530 | 1 | -1 | 0 |
unknown
| 0no
|
56 |
blue-collar
|
married
|
primary
|
no
| 379 |
no
|
no
|
cellular
| 13 |
aug
| 58 | 5 | -1 | 0 |
unknown
| 0no
|
45 |
self-employed
|
married
|
secondary
|
no
| 706 |
no
|
no
|
cellular
| 30 |
apr
| 78 | 2 | 176 | 1 |
success
| 0no
|
39 |
technician
|
married
|
secondary
|
no
| 9,121 |
no
|
no
|
unknown
| 5 |
jun
| 147 | 1 | -1 | 0 |
unknown
| 0no
|
28 |
management
|
single
|
tertiary
|
no
| 1,466 |
yes
|
no
|
cellular
| 25 |
jul
| 40 | 1 | -1 | 0 |
unknown
| 0no
|
36 |
blue-collar
|
married
|
primary
|
no
| 0 |
yes
|
no
|
cellular
| 18 |
nov
| 618 | 2 | -1 | 0 |
unknown
| 0no
|
41 |
blue-collar
|
married
|
primary
|
no
| 951 |
yes
|
no
|
cellular
| 20 |
apr
| 23 | 4 | -1 | 0 |
unknown
| 0no
|
46 |
admin.
|
married
|
secondary
|
no
| 368 |
no
|
no
|
cellular
| 20 |
aug
| 293 | 1 | 90 | 4 |
other
| 1yes
|
41 |
blue-collar
|
married
|
secondary
|
no
| 121 |
yes
|
no
|
cellular
| 13 |
may
| 16 | 6 | 176 | 5 |
other
| 0no
|
59 |
services
|
married
|
secondary
|
no
| 204 |
no
|
no
|
cellular
| 23 |
jul
| 286 | 2 | -1 | 0 |
unknown
| 0no
|
24 |
admin.
|
married
|
secondary
|
no
| 299 |
yes
|
no
|
cellular
| 6 |
may
| 209 | 1 | 321 | 1 |
failure
| 0no
|
34 |
management
|
married
|
tertiary
|
no
| 4,170 |
yes
|
no
|
unknown
| 21 |
may
| 935 | 1 | -1 | 0 |
unknown
| 0no
|
40 |
blue-collar
|
married
|
primary
|
no
| -335 |
yes
|
no
|
unknown
| 27 |
may
| 260 | 1 | -1 | 0 |
unknown
| 0no
|
42 |
admin.
|
married
|
secondary
|
no
| 3,165 |
yes
|
no
|
unknown
| 16 |
jun
| 298 | 4 | -1 | 0 |
unknown
| 0no
|
50 |
services
|
married
|
secondary
|
no
| 254 |
yes
|
no
|
cellular
| 15 |
apr
| 397 | 2 | 337 | 1 |
failure
| 0no
|
25 |
management
|
single
|
tertiary
|
no
| 553 |
yes
|
no
|
cellular
| 17 |
sep
| 113 | 4 | 479 | 1 |
failure
| 0no
|
51 |
services
|
divorced
|
secondary
|
no
| 518 |
yes
|
no
|
telephone
| 17 |
nov
| 76 | 1 | -1 | 0 |
unknown
| 0no
|
50 |
management
|
married
|
tertiary
|
no
| 85 |
no
|
yes
|
cellular
| 1 |
jun
| 141 | 1 | -1 | 0 |
unknown
| 0no
|
37 |
blue-collar
|
married
|
unknown
|
no
| 603 |
yes
|
no
|
unknown
| 23 |
may
| 773 | 2 | -1 | 0 |
unknown
| 0no
|
21 |
services
|
single
|
secondary
|
no
| 361 |
no
|
no
|
telephone
| 5 |
jun
| 329 | 1 | 95 | 1 |
other
| 0no
|
52 |
blue-collar
|
married
|
secondary
|
no
| -98 |
yes
|
no
|
unknown
| 7 |
may
| 423 | 1 | -1 | 0 |
unknown
| 0no
|
55 |
retired
|
married
|
primary
|
no
| 4,424 |
no
|
no
|
cellular
| 5 |
aug
| 67 | 4 | -1 | 0 |
unknown
| 0no
|
26 |
technician
|
single
|
secondary
|
no
| 2,610 |
yes
|
yes
|
unknown
| 2 |
jun
| 626 | 1 | -1 | 0 |
unknown
| 0no
|
38 |
technician
|
married
|
tertiary
|
no
| 3,234 |
no
|
no
|
cellular
| 18 |
nov
| 578 | 2 | -1 | 0 |
unknown
| 1yes
|
32 |
blue-collar
|
married
|
secondary
|
no
| 687 |
yes
|
no
|
unknown
| 9 |
may
| 61 | 1 | -1 | 0 |
unknown
| 0no
|
31 |
blue-collar
|
married
|
secondary
|
no
| 631 |
yes
|
no
|
unknown
| 23 |
may
| 248 | 4 | -1 | 0 |
unknown
| 0no
|
34 |
technician
|
single
|
secondary
|
no
| 341 |
no
|
yes
|
cellular
| 29 |
jan
| 136 | 1 | 262 | 3 |
failure
| 0no
|
33 |
technician
|
single
|
tertiary
|
no
| 316 |
no
|
no
|
cellular
| 21 |
aug
| 126 | 3 | -1 | 0 |
unknown
| 0no
|
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