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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
49 |
management
|
single
|
primary
|
no
| 548 |
no
|
no
|
telephone
| 31 |
jul
| 115 | 6 | -1 | 0 |
unknown
| 0no
|
36 |
unemployed
|
married
|
secondary
|
no
| -872 |
yes
|
yes
|
cellular
| 20 |
nov
| 153 | 1 | 183 | 1 |
failure
| 0no
|
37 |
blue-collar
|
divorced
|
secondary
|
no
| 33 |
yes
|
no
|
cellular
| 20 |
nov
| 106 | 2 | 167 | 1 |
failure
| 0no
|
37 |
management
|
married
|
tertiary
|
no
| 1,689 |
yes
|
no
|
unknown
| 29 |
may
| 645 | 2 | -1 | 0 |
unknown
| 0no
|
49 |
blue-collar
|
married
|
primary
|
no
| 902 |
no
|
no
|
unknown
| 9 |
jun
| 210 | 2 | -1 | 0 |
unknown
| 0no
|
44 |
services
|
divorced
|
secondary
|
no
| 0 |
yes
|
yes
|
unknown
| 13 |
may
| 97 | 1 | -1 | 0 |
unknown
| 0no
|
40 |
student
|
married
|
secondary
|
no
| 260 |
no
|
no
|
cellular
| 19 |
nov
| 52 | 1 | 152 | 6 |
failure
| 0no
|
57 |
technician
|
married
|
secondary
|
no
| 589 |
yes
|
no
|
cellular
| 2 |
feb
| 223 | 1 | 76 | 4 |
failure
| 0no
|
39 |
technician
|
married
|
secondary
|
no
| 626 |
yes
|
no
|
cellular
| 11 |
may
| 126 | 2 | -1 | 0 |
unknown
| 0no
|
38 |
services
|
married
|
secondary
|
no
| 0 |
no
|
yes
|
cellular
| 16 |
jul
| 1,473 | 6 | -1 | 0 |
unknown
| 0no
|
51 |
blue-collar
|
divorced
|
secondary
|
no
| 78 |
yes
|
no
|
unknown
| 27 |
may
| 723 | 2 | -1 | 0 |
unknown
| 0no
|
27 |
blue-collar
|
single
|
secondary
|
no
| 3,792 |
no
|
no
|
cellular
| 22 |
apr
| 279 | 2 | -1 | 0 |
unknown
| 1yes
|
38 |
blue-collar
|
single
|
tertiary
|
no
| 14,058 |
no
|
no
|
telephone
| 17 |
jul
| 293 | 20 | -1 | 0 |
unknown
| 0no
|
30 |
technician
|
single
|
secondary
|
no
| -522 |
yes
|
yes
|
cellular
| 5 |
may
| 670 | 2 | 286 | 6 |
failure
| 1yes
|
36 |
student
|
single
|
unknown
|
no
| 386 |
no
|
no
|
unknown
| 18 |
jun
| 359 | 2 | -1 | 0 |
unknown
| 0no
|
37 |
unemployed
|
married
|
secondary
|
no
| 1,978 |
no
|
no
|
cellular
| 9 |
sep
| 404 | 1 | 182 | 1 |
success
| 1yes
|
53 |
admin.
|
married
|
secondary
|
no
| 459 |
no
|
no
|
cellular
| 14 |
oct
| 317 | 6 | 192 | 1 |
success
| 0no
|
38 |
unemployed
|
married
|
tertiary
|
no
| 2,812 |
yes
|
no
|
cellular
| 30 |
apr
| 830 | 1 | -1 | 0 |
unknown
| 1yes
|
48 |
management
|
married
|
tertiary
|
no
| 5,057 |
no
|
yes
|
cellular
| 19 |
nov
| 37 | 1 | -1 | 0 |
unknown
| 0no
|
26 |
housemaid
|
married
|
secondary
|
no
| -759 |
yes
|
no
|
cellular
| 11 |
jul
| 191 | 1 | -1 | 0 |
unknown
| 0no
|
33 |
blue-collar
|
single
|
secondary
|
no
| -416 |
yes
|
no
|
unknown
| 16 |
may
| 767 | 2 | -1 | 0 |
unknown
| 1yes
|
47 |
technician
|
married
|
unknown
|
no
| 2,106 |
yes
|
no
|
unknown
| 6 |
may
| 168 | 1 | -1 | 0 |
unknown
| 0no
|
45 |
management
|
divorced
|
tertiary
|
no
| 220 |
yes
|
no
|
unknown
| 18 |
jun
| 89 | 4 | -1 | 0 |
unknown
| 0no
|
32 |
blue-collar
|
divorced
|
secondary
|
no
| 0 |
yes
|
no
|
unknown
| 2 |
jun
| 746 | 2 | -1 | 0 |
unknown
| 0no
|
69 |
retired
|
married
|
unknown
|
no
| 426 |
no
|
no
|
telephone
| 9 |
mar
| 225 | 1 | 90 | 1 |
success
| 1yes
|
65 |
unknown
|
married
|
unknown
|
no
| 4,717 |
no
|
no
|
telephone
| 6 |
aug
| 256 | 1 | -1 | 0 |
unknown
| 1yes
|
37 |
blue-collar
|
married
|
secondary
|
no
| 395 |
yes
|
no
|
unknown
| 6 |
may
| 219 | 2 | -1 | 0 |
unknown
| 0no
|
45 |
blue-collar
|
divorced
|
primary
|
no
| 0 |
yes
|
no
|
cellular
| 21 |
jul
| 211 | 2 | -1 | 0 |
unknown
| 0no
|
36 |
blue-collar
|
married
|
secondary
|
no
| -206 |
yes
|
no
|
unknown
| 8 |
may
| 177 | 2 | -1 | 0 |
unknown
| 0no
|
62 |
self-employed
|
divorced
|
tertiary
|
no
| 6 |
yes
|
no
|
cellular
| 13 |
oct
| 216 | 1 | 183 | 4 |
success
| 1yes
|
37 |
management
|
married
|
tertiary
|
no
| 4,039 |
no
|
yes
|
cellular
| 25 |
jul
| 106 | 2 | -1 | 0 |
unknown
| 0no
|
39 |
services
|
divorced
|
secondary
|
no
| 687 |
yes
|
no
|
cellular
| 9 |
jul
| 869 | 1 | -1 | 0 |
unknown
| 1yes
|
38 |
technician
|
single
|
secondary
|
no
| -242 |
yes
|
no
|
cellular
| 18 |
may
| 1,173 | 3 | 278 | 6 |
success
| 1yes
|
31 |
management
|
married
|
tertiary
|
no
| 582 |
yes
|
no
|
cellular
| 15 |
jul
| 58 | 2 | -1 | 0 |
unknown
| 0no
|
58 |
blue-collar
|
divorced
|
primary
|
no
| 8,218 |
yes
|
no
|
cellular
| 31 |
jul
| 124 | 10 | -1 | 0 |
unknown
| 0no
|
44 |
management
|
single
|
tertiary
|
no
| 1,424 |
yes
|
no
|
cellular
| 8 |
aug
| 201 | 2 | -1 | 0 |
unknown
| 0no
|
31 |
blue-collar
|
married
|
secondary
|
no
| 92 |
yes
|
no
|
unknown
| 16 |
may
| 688 | 1 | -1 | 0 |
unknown
| 1yes
|
33 |
technician
|
single
|
secondary
|
no
| 2,085 |
no
|
no
|
cellular
| 9 |
feb
| 501 | 2 | -1 | 0 |
unknown
| 1yes
|
36 |
technician
|
single
|
tertiary
|
no
| 197 |
no
|
no
|
cellular
| 30 |
apr
| 260 | 1 | -1 | 0 |
unknown
| 1yes
|
31 |
technician
|
single
|
secondary
|
no
| 2,305 |
no
|
no
|
cellular
| 4 |
aug
| 139 | 1 | -1 | 0 |
unknown
| 0no
|
45 |
admin.
|
married
|
secondary
|
no
| -547 |
yes
|
no
|
unknown
| 3 |
jun
| 214 | 2 | -1 | 0 |
unknown
| 0no
|
30 |
technician
|
single
|
tertiary
|
no
| 411 |
no
|
no
|
cellular
| 21 |
apr
| 142 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
blue-collar
|
married
|
secondary
|
no
| 584 |
yes
|
no
|
cellular
| 18 |
jul
| 154 | 2 | -1 | 0 |
unknown
| 0no
|
34 |
management
|
married
|
tertiary
|
no
| 997 |
yes
|
yes
|
cellular
| 21 |
nov
| 81 | 1 | -1 | 0 |
unknown
| 0no
|
39 |
admin.
|
divorced
|
secondary
|
no
| 83 |
yes
|
no
|
cellular
| 30 |
jul
| 69 | 6 | -1 | 0 |
unknown
| 0no
|
41 |
management
|
married
|
tertiary
|
no
| 6,563 |
no
|
no
|
cellular
| 27 |
aug
| 136 | 8 | -1 | 0 |
unknown
| 0no
|
32 |
services
|
single
|
secondary
|
no
| 0 |
yes
|
no
|
cellular
| 31 |
jul
| 99 | 13 | -1 | 0 |
unknown
| 0no
|
32 |
management
|
single
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 21 |
nov
| 9 | 6 | -1 | 0 |
unknown
| 0no
|
36 |
blue-collar
|
married
|
primary
|
no
| 398 |
yes
|
no
|
unknown
| 12 |
jun
| 278 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
admin.
|
married
|
tertiary
|
no
| 1,145 |
yes
|
no
|
cellular
| 2 |
feb
| 82 | 2 | -1 | 0 |
unknown
| 0no
|
32 |
management
|
single
|
tertiary
|
no
| 2 |
yes
|
no
|
cellular
| 11 |
sep
| 100 | 2 | -1 | 0 |
unknown
| 1yes
|
33 |
management
|
single
|
tertiary
|
no
| 201 |
yes
|
no
|
cellular
| 19 |
nov
| 171 | 1 | 183 | 1 |
failure
| 0no
|
49 |
entrepreneur
|
married
|
primary
|
no
| 563 |
no
|
no
|
unknown
| 19 |
jun
| 84 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
management
|
married
|
tertiary
|
no
| 3,161 |
no
|
no
|
cellular
| 8 |
aug
| 433 | 2 | -1 | 0 |
unknown
| 0no
|
31 |
technician
|
married
|
secondary
|
no
| 0 |
no
|
yes
|
cellular
| 15 |
jul
| 624 | 6 | -1 | 0 |
unknown
| 0no
|
42 |
management
|
married
|
secondary
|
no
| 1,331 |
no
|
no
|
cellular
| 23 |
jul
| 698 | 2 | -1 | 0 |
unknown
| 0no
|
34 |
housemaid
|
married
|
primary
|
no
| 2,929 |
no
|
no
|
cellular
| 14 |
aug
| 518 | 2 | -1 | 0 |
unknown
| 1yes
|
32 |
services
|
married
|
secondary
|
yes
| -220 |
yes
|
yes
|
cellular
| 25 |
jul
| 123 | 2 | -1 | 0 |
unknown
| 0no
|
29 |
management
|
single
|
tertiary
|
no
| 5,980 |
yes
|
no
|
unknown
| 28 |
may
| 317 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
services
|
single
|
secondary
|
no
| 48 |
yes
|
no
|
cellular
| 20 |
apr
| 8 | 3 | -1 | 0 |
unknown
| 0no
|
50 |
housemaid
|
single
|
unknown
|
no
| 0 |
no
|
no
|
telephone
| 28 |
jul
| 118 | 8 | -1 | 0 |
unknown
| 0no
|
58 |
retired
|
married
|
secondary
|
no
| 3,382 |
no
|
yes
|
cellular
| 28 |
may
| 294 | 2 | 309 | 2 |
failure
| 0no
|
59 |
technician
|
married
|
secondary
|
no
| 2,308 |
no
|
no
|
cellular
| 30 |
apr
| 815 | 1 | 87 | 1 |
other
| 1yes
|
25 |
student
|
married
|
tertiary
|
no
| 10 |
yes
|
no
|
cellular
| 21 |
jul
| 857 | 4 | -1 | 0 |
unknown
| 1yes
|
57 |
services
|
married
|
secondary
|
no
| 162 |
yes
|
no
|
unknown
| 5 |
may
| 174 | 1 | -1 | 0 |
unknown
| 0no
|
30 |
blue-collar
|
single
|
secondary
|
no
| 1,073 |
yes
|
no
|
cellular
| 5 |
may
| 1,130 | 4 | -1 | 0 |
unknown
| 0no
|
26 |
services
|
single
|
secondary
|
no
| 1,700 |
yes
|
no
|
cellular
| 7 |
may
| 13 | 5 | -1 | 0 |
unknown
| 0no
|
50 |
services
|
single
|
primary
|
no
| 148 |
yes
|
no
|
unknown
| 7 |
may
| 198 | 2 | -1 | 0 |
unknown
| 0no
|
39 |
services
|
married
|
secondary
|
no
| 0 |
yes
|
no
|
cellular
| 8 |
may
| 503 | 1 | -1 | 0 |
unknown
| 0no
|
45 |
blue-collar
|
married
|
primary
|
no
| 185 |
yes
|
no
|
cellular
| 29 |
jan
| 249 | 3 | -1 | 0 |
unknown
| 0no
|
37 |
management
|
divorced
|
tertiary
|
no
| 896 |
no
|
yes
|
cellular
| 14 |
aug
| 343 | 2 | -1 | 0 |
unknown
| 0no
|
47 |
blue-collar
|
divorced
|
primary
|
no
| 1,279 |
yes
|
no
|
cellular
| 6 |
feb
| 479 | 2 | -1 | 0 |
unknown
| 0no
|
50 |
technician
|
married
|
tertiary
|
no
| 199 |
yes
|
yes
|
cellular
| 3 |
feb
| 116 | 2 | 253 | 1 |
failure
| 0no
|
40 |
management
|
married
|
secondary
|
no
| 99 |
no
|
no
|
cellular
| 9 |
feb
| 15 | 5 | -1 | 0 |
unknown
| 0no
|
35 |
blue-collar
|
married
|
primary
|
no
| 378 |
yes
|
no
|
unknown
| 16 |
may
| 427 | 3 | -1 | 0 |
unknown
| 0no
|
53 |
management
|
married
|
tertiary
|
no
| 15 |
no
|
no
|
cellular
| 20 |
aug
| 921 | 2 | -1 | 0 |
unknown
| 1yes
|
35 |
admin.
|
married
|
secondary
|
no
| 147 |
yes
|
yes
|
cellular
| 29 |
jan
| 41 | 1 | 184 | 7 |
failure
| 0no
|
54 |
technician
|
married
|
secondary
|
no
| 2,225 |
no
|
yes
|
cellular
| 13 |
aug
| 73 | 2 | -1 | 0 |
unknown
| 0no
|
35 |
admin.
|
single
|
secondary
|
no
| 1,810 |
yes
|
no
|
cellular
| 25 |
may
| 65 | 2 | -1 | 0 |
unknown
| 0no
|
31 |
housemaid
|
married
|
unknown
|
yes
| -6 |
no
|
yes
|
telephone
| 7 |
jul
| 94 | 2 | -1 | 0 |
unknown
| 0no
|
46 |
technician
|
divorced
|
secondary
|
no
| 435 |
yes
|
no
|
unknown
| 15 |
may
| 192 | 3 | -1 | 0 |
unknown
| 0no
|
52 |
management
|
married
|
secondary
|
no
| 335 |
no
|
no
|
cellular
| 21 |
oct
| 411 | 1 | 182 | 1 |
failure
| 1yes
|
34 |
admin.
|
divorced
|
secondary
|
no
| -251 |
no
|
no
|
cellular
| 18 |
jul
| 641 | 1 | -1 | 0 |
unknown
| 1yes
|
46 |
services
|
divorced
|
secondary
|
no
| 5 |
yes
|
yes
|
cellular
| 29 |
jan
| 305 | 2 | -1 | 0 |
unknown
| 0no
|
54 |
self-employed
|
married
|
secondary
|
no
| 641 |
yes
|
no
|
cellular
| 17 |
apr
| 472 | 1 | 148 | 2 |
failure
| 0no
|
37 |
admin.
|
married
|
tertiary
|
no
| 0 |
yes
|
no
|
cellular
| 21 |
jul
| 115 | 1 | -1 | 0 |
unknown
| 0no
|
39 |
admin.
|
married
|
tertiary
|
no
| 722 |
no
|
no
|
telephone
| 23 |
apr
| 141 | 1 | -1 | 0 |
unknown
| 0no
|
50 |
technician
|
married
|
tertiary
|
no
| 3,337 |
yes
|
yes
|
telephone
| 31 |
jul
| 24 | 14 | -1 | 0 |
unknown
| 0no
|
44 |
technician
|
divorced
|
secondary
|
no
| 0 |
no
|
no
|
cellular
| 28 |
jul
| 264 | 5 | -1 | 0 |
unknown
| 0no
|
56 |
admin.
|
married
|
secondary
|
no
| 1,504 |
yes
|
no
|
unknown
| 29 |
may
| 66 | 2 | -1 | 0 |
unknown
| 0no
|
40 |
services
|
married
|
tertiary
|
no
| 35 |
no
|
no
|
cellular
| 3 |
jul
| 318 | 4 | 317 | 3 |
failure
| 0no
|
36 |
services
|
married
|
secondary
|
no
| 895 |
yes
|
yes
|
unknown
| 4 |
jun
| 622 | 1 | -1 | 0 |
unknown
| 0no
|
33 |
management
|
married
|
tertiary
|
no
| 752 |
yes
|
no
|
cellular
| 11 |
aug
| 104 | 4 | -1 | 0 |
unknown
| 0no
|
33 |
blue-collar
|
single
|
secondary
|
no
| 1,925 |
yes
|
no
|
cellular
| 2 |
mar
| 76 | 2 | -1 | 0 |
unknown
| 0no
|
42 |
services
|
married
|
secondary
|
no
| -246 |
yes
|
no
|
unknown
| 7 |
may
| 149 | 1 | -1 | 0 |
unknown
| 0no
|
30 |
self-employed
|
single
|
tertiary
|
no
| 901 |
yes
|
yes
|
unknown
| 16 |
may
| 601 | 1 | -1 | 0 |
unknown
| 0no
|
33 |
admin.
|
single
|
secondary
|
no
| 894 |
no
|
no
|
cellular
| 5 |
feb
| 509 | 2 | -1 | 0 |
unknown
| 0no
|
26 |
blue-collar
|
single
|
secondary
|
no
| 592 |
yes
|
yes
|
unknown
| 27 |
may
| 174 | 1 | -1 | 0 |
unknown
| 0no
|
26 |
admin.
|
single
|
secondary
|
no
| 3,529 |
no
|
yes
|
cellular
| 7 |
sep
| 57 | 2 | -1 | 0 |
unknown
| 0no
|
37 |
services
|
married
|
secondary
|
no
| 0 |
yes
|
yes
|
cellular
| 31 |
jul
| 187 | 2 | -1 | 0 |
unknown
| 0no
|
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