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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
58 |
self-employed
|
married
|
secondary
|
no
| 1,407 |
yes
|
no
|
unknown
| 30 |
may
| 58 | 1 | -1 | 0 |
unknown
| 0no
|
40 |
technician
|
married
|
secondary
|
no
| 1,270 |
no
|
no
|
cellular
| 17 |
apr
| 342 | 2 | -1 | 0 |
unknown
| 0no
|
41 |
services
|
divorced
|
secondary
|
no
| 654 |
yes
|
no
|
cellular
| 13 |
may
| 139 | 2 | -1 | 0 |
unknown
| 0no
|
48 |
retired
|
married
|
primary
|
no
| 5,173 |
yes
|
no
|
unknown
| 18 |
jun
| 88 | 8 | -1 | 0 |
unknown
| 0no
|
44 |
entrepreneur
|
married
|
tertiary
|
no
| 3,463 |
yes
|
yes
|
cellular
| 28 |
aug
| 210 | 3 | -1 | 0 |
unknown
| 0no
|
39 |
blue-collar
|
married
|
unknown
|
no
| 0 |
no
|
no
|
cellular
| 2 |
feb
| 731 | 1 | 193 | 3 |
failure
| 0no
|
61 |
management
|
married
|
tertiary
|
no
| 6,016 |
no
|
no
|
cellular
| 2 |
feb
| 670 | 3 | -1 | 0 |
unknown
| 1yes
|
36 |
entrepreneur
|
married
|
primary
|
no
| 177 |
yes
|
no
|
unknown
| 12 |
may
| 63 | 5 | -1 | 0 |
unknown
| 0no
|
28 |
management
|
married
|
tertiary
|
no
| 3,694 |
no
|
yes
|
cellular
| 8 |
jul
| 70 | 2 | -1 | 0 |
unknown
| 0no
|
58 |
retired
|
single
|
secondary
|
no
| 1,640 |
no
|
yes
|
cellular
| 4 |
feb
| 72 | 6 | 274 | 4 |
failure
| 0no
|
60 |
admin.
|
divorced
|
secondary
|
no
| 174 |
yes
|
no
|
cellular
| 15 |
may
| 241 | 1 | 364 | 1 |
failure
| 0no
|
66 |
admin.
|
single
|
secondary
|
no
| 10,177 |
no
|
no
|
cellular
| 5 |
may
| 272 | 4 | -1 | 0 |
unknown
| 0no
|
36 |
management
|
single
|
tertiary
|
no
| 490 |
no
|
no
|
cellular
| 28 |
aug
| 207 | 8 | 98 | 1 |
failure
| 1yes
|
49 |
self-employed
|
married
|
secondary
|
no
| 2,576 |
yes
|
no
|
cellular
| 15 |
may
| 64 | 6 | -1 | 0 |
unknown
| 0no
|
40 |
services
|
married
|
secondary
|
no
| 0 |
no
|
no
|
unknown
| 12 |
jun
| 543 | 2 | -1 | 0 |
unknown
| 0no
|
23 |
technician
|
single
|
secondary
|
no
| 598 |
no
|
no
|
cellular
| 30 |
apr
| 166 | 1 | -1 | 0 |
unknown
| 0no
|
29 |
management
|
single
|
tertiary
|
no
| 15,459 |
no
|
no
|
cellular
| 26 |
may
| 245 | 3 | 97 | 7 |
success
| 0no
|
44 |
blue-collar
|
married
|
primary
|
no
| 271 |
yes
|
yes
|
unknown
| 9 |
may
| 94 | 1 | -1 | 0 |
unknown
| 0no
|
54 |
unknown
|
married
|
unknown
|
no
| 2,508 |
no
|
no
|
unknown
| 20 |
jun
| 34 | 8 | -1 | 0 |
unknown
| 0no
|
47 |
blue-collar
|
married
|
primary
|
no
| 320 |
no
|
no
|
telephone
| 30 |
jul
| 203 | 2 | -1 | 0 |
unknown
| 0no
|
33 |
admin.
|
married
|
tertiary
|
no
| 640 |
no
|
no
|
cellular
| 24 |
jul
| 318 | 1 | -1 | 0 |
unknown
| 0no
|
30 |
self-employed
|
married
|
secondary
|
no
| 1,772 |
yes
|
no
|
cellular
| 13 |
apr
| 158 | 4 | -1 | 0 |
unknown
| 0no
|
27 |
admin.
|
single
|
secondary
|
no
| 15 |
no
|
yes
|
cellular
| 21 |
jul
| 177 | 1 | -1 | 0 |
unknown
| 0no
|
49 |
management
|
divorced
|
tertiary
|
no
| 2,370 |
yes
|
yes
|
unknown
| 17 |
nov
| 56 | 1 | 103 | 2 |
other
| 0no
|
27 |
services
|
single
|
secondary
|
no
| 201 |
yes
|
no
|
unknown
| 4 |
jun
| 172 | 2 | -1 | 0 |
unknown
| 0no
|
51 |
blue-collar
|
married
|
secondary
|
no
| 160 |
yes
|
no
|
cellular
| 7 |
may
| 136 | 1 | 359 | 1 |
failure
| 0no
|
32 |
admin.
|
divorced
|
secondary
|
yes
| 5 |
yes
|
yes
|
cellular
| 18 |
may
| 82 | 3 | 363 | 2 |
other
| 0no
|
30 |
blue-collar
|
single
|
secondary
|
no
| 75 |
yes
|
no
|
unknown
| 16 |
may
| 123 | 1 | -1 | 0 |
unknown
| 0no
|
33 |
admin.
|
married
|
secondary
|
no
| 4,902 |
yes
|
no
|
cellular
| 20 |
nov
| 110 | 1 | -1 | 0 |
unknown
| 0no
|
27 |
blue-collar
|
single
|
primary
|
no
| -79 |
yes
|
no
|
unknown
| 30 |
may
| 385 | 5 | -1 | 0 |
unknown
| 0no
|
75 |
retired
|
divorced
|
secondary
|
no
| 1,341 |
no
|
no
|
cellular
| 18 |
dec
| 415 | 7 | -1 | 0 |
unknown
| 1yes
|
37 |
services
|
divorced
|
secondary
|
no
| 490 |
yes
|
no
|
cellular
| 2 |
feb
| 73 | 1 | -1 | 0 |
unknown
| 0no
|
36 |
technician
|
single
|
secondary
|
no
| 1,521 |
yes
|
no
|
unknown
| 16 |
jun
| 243 | 2 | -1 | 0 |
unknown
| 0no
|
37 |
blue-collar
|
married
|
secondary
|
no
| 131 |
yes
|
no
|
unknown
| 9 |
may
| 137 | 2 | -1 | 0 |
unknown
| 0no
|
35 |
management
|
married
|
tertiary
|
no
| 8 |
yes
|
no
|
unknown
| 23 |
may
| 55 | 4 | -1 | 0 |
unknown
| 0no
|
32 |
services
|
married
|
secondary
|
no
| -632 |
yes
|
yes
|
cellular
| 20 |
apr
| 18 | 5 | -1 | 0 |
unknown
| 0no
|
32 |
admin.
|
single
|
secondary
|
no
| 116 |
no
|
yes
|
cellular
| 16 |
jul
| 255 | 2 | -1 | 0 |
unknown
| 0no
|
35 |
admin.
|
married
|
primary
|
no
| 189 |
yes
|
no
|
cellular
| 11 |
may
| 95 | 1 | -1 | 0 |
unknown
| 0no
|
31 |
blue-collar
|
married
|
primary
|
no
| 2 |
yes
|
yes
|
cellular
| 10 |
jul
| 112 | 1 | -1 | 0 |
unknown
| 0no
|
28 |
blue-collar
|
single
|
secondary
|
no
| 4,229 |
yes
|
yes
|
cellular
| 5 |
may
| 205 | 2 | -1 | 0 |
unknown
| 0no
|
27 |
services
|
married
|
secondary
|
no
| 54 |
yes
|
no
|
cellular
| 18 |
may
| 97 | 1 | 370 | 1 |
failure
| 0no
|
22 |
student
|
single
|
unknown
|
no
| 549 |
no
|
no
|
cellular
| 2 |
sep
| 154 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
blue-collar
|
married
|
primary
|
no
| 298 |
yes
|
no
|
cellular
| 13 |
may
| 135 | 2 | 370 | 2 |
failure
| 0no
|
69 |
retired
|
married
|
primary
|
no
| 579 |
no
|
no
|
cellular
| 14 |
aug
| 230 | 1 | -1 | 0 |
unknown
| 0no
|
37 |
entrepreneur
|
single
|
tertiary
|
no
| 1,467 |
yes
|
yes
|
cellular
| 17 |
nov
| 349 | 1 | -1 | 0 |
unknown
| 0no
|
45 |
admin.
|
single
|
secondary
|
no
| 0 |
yes
|
no
|
cellular
| 8 |
may
| 38 | 1 | -1 | 0 |
unknown
| 0no
|
47 |
management
|
married
|
tertiary
|
no
| 109 |
yes
|
no
|
cellular
| 22 |
jul
| 268 | 1 | -1 | 0 |
unknown
| 0no
|
52 |
management
|
married
|
tertiary
|
no
| -11 |
yes
|
no
|
cellular
| 11 |
may
| 94 | 4 | -1 | 0 |
unknown
| 0no
|
33 |
services
|
married
|
secondary
|
no
| 90 |
yes
|
no
|
cellular
| 28 |
jul
| 263 | 2 | -1 | 0 |
unknown
| 0no
|
60 |
blue-collar
|
married
|
primary
|
no
| 493 |
no
|
no
|
cellular
| 18 |
aug
| 671 | 4 | -1 | 0 |
unknown
| 1yes
|
33 |
management
|
divorced
|
secondary
|
no
| 1,897 |
yes
|
yes
|
unknown
| 2 |
jun
| 197 | 1 | -1 | 0 |
unknown
| 0no
|
44 |
admin.
|
married
|
secondary
|
no
| 2,403 |
yes
|
no
|
cellular
| 28 |
jan
| 180 | 2 | -1 | 0 |
unknown
| 0no
|
38 |
entrepreneur
|
married
|
secondary
|
no
| 868 |
no
|
no
|
cellular
| 20 |
nov
| 452 | 2 | -1 | 0 |
unknown
| 0no
|
54 |
entrepreneur
|
married
|
secondary
|
no
| 653 |
yes
|
no
|
unknown
| 15 |
may
| 352 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
unemployed
|
divorced
|
primary
|
no
| 0 |
no
|
no
|
cellular
| 15 |
jul
| 175 | 4 | -1 | 0 |
unknown
| 0no
|
33 |
technician
|
married
|
secondary
|
no
| 0 |
yes
|
yes
|
cellular
| 19 |
nov
| 163 | 2 | -1 | 0 |
unknown
| 0no
|
55 |
services
|
divorced
|
secondary
|
no
| 218 |
yes
|
no
|
unknown
| 29 |
may
| 200 | 2 | -1 | 0 |
unknown
| 0no
|
51 |
blue-collar
|
married
|
primary
|
no
| 5,050 |
no
|
yes
|
unknown
| 16 |
jun
| 75 | 7 | -1 | 0 |
unknown
| 0no
|
48 |
blue-collar
|
married
|
secondary
|
no
| 741 |
yes
|
no
|
cellular
| 16 |
apr
| 227 | 1 | -1 | 0 |
unknown
| 0no
|
37 |
services
|
single
|
secondary
|
no
| 1,050 |
yes
|
no
|
cellular
| 3 |
feb
| 586 | 3 | -1 | 0 |
unknown
| 0no
|
33 |
services
|
single
|
secondary
|
no
| -56 |
no
|
yes
|
cellular
| 10 |
jul
| 119 | 5 | -1 | 0 |
unknown
| 0no
|
30 |
blue-collar
|
married
|
primary
|
no
| 1 |
yes
|
yes
|
telephone
| 22 |
jul
| 80 | 2 | -1 | 0 |
unknown
| 0no
|
43 |
blue-collar
|
married
|
primary
|
no
| -98 |
yes
|
yes
|
cellular
| 12 |
may
| 112 | 2 | 330 | 3 |
other
| 0no
|
49 |
technician
|
married
|
secondary
|
no
| 4,667 |
yes
|
no
|
unknown
| 19 |
may
| 130 | 2 | -1 | 0 |
unknown
| 0no
|
54 |
unemployed
|
married
|
primary
|
no
| 541 |
yes
|
no
|
cellular
| 3 |
feb
| 237 | 3 | -1 | 0 |
unknown
| 0no
|
31 |
unemployed
|
married
|
tertiary
|
no
| 7,744 |
no
|
no
|
cellular
| 26 |
aug
| 377 | 8 | -1 | 0 |
unknown
| 0no
|
54 |
unknown
|
married
|
unknown
|
no
| 895 |
no
|
no
|
cellular
| 7 |
oct
| 335 | 1 | -1 | 0 |
unknown
| 1yes
|
36 |
unemployed
|
married
|
secondary
|
no
| -129 |
yes
|
no
|
cellular
| 29 |
jul
| 121 | 3 | -1 | 0 |
unknown
| 0no
|
30 |
admin.
|
married
|
secondary
|
no
| 0 |
no
|
no
|
cellular
| 15 |
jul
| 127 | 5 | -1 | 0 |
unknown
| 0no
|
27 |
technician
|
single
|
secondary
|
no
| 158 |
no
|
no
|
unknown
| 1 |
jul
| 650 | 2 | -1 | 0 |
unknown
| 1yes
|
30 |
admin.
|
married
|
secondary
|
no
| 122 |
yes
|
no
|
unknown
| 16 |
may
| 107 | 1 | -1 | 0 |
unknown
| 0no
|
30 |
blue-collar
|
married
|
secondary
|
no
| 673 |
yes
|
no
|
unknown
| 20 |
may
| 610 | 2 | -1 | 0 |
unknown
| 0no
|
35 |
technician
|
divorced
|
secondary
|
no
| 0 |
no
|
no
|
cellular
| 25 |
aug
| 124 | 4 | -1 | 0 |
unknown
| 0no
|
33 |
services
|
divorced
|
secondary
|
no
| 411 |
yes
|
no
|
unknown
| 8 |
may
| 216 | 1 | -1 | 0 |
unknown
| 0no
|
43 |
blue-collar
|
divorced
|
primary
|
no
| -97 |
yes
|
yes
|
cellular
| 31 |
jul
| 747 | 4 | -1 | 0 |
unknown
| 0no
|
41 |
blue-collar
|
married
|
secondary
|
no
| -217 |
yes
|
no
|
cellular
| 11 |
may
| 313 | 1 | 349 | 3 |
other
| 0no
|
41 |
management
|
divorced
|
tertiary
|
no
| 5,037 |
no
|
no
|
cellular
| 23 |
apr
| 252 | 9 | 185 | 5 |
other
| 1yes
|
46 |
admin.
|
divorced
|
secondary
|
no
| 2,232 |
no
|
no
|
cellular
| 13 |
feb
| 121 | 1 | -1 | 0 |
unknown
| 1yes
|
54 |
blue-collar
|
married
|
secondary
|
no
| -932 |
yes
|
no
|
unknown
| 7 |
may
| 799 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
management
|
married
|
tertiary
|
no
| 913 |
yes
|
no
|
cellular
| 23 |
jun
| 883 | 1 | 674 | 4 |
failure
| 0no
|
30 |
technician
|
single
|
tertiary
|
no
| 236 |
yes
|
no
|
unknown
| 16 |
may
| 197 | 1 | -1 | 0 |
unknown
| 0no
|
40 |
entrepreneur
|
married
|
primary
|
no
| 0 |
yes
|
no
|
cellular
| 11 |
jul
| 271 | 2 | -1 | 0 |
unknown
| 0no
|
30 |
blue-collar
|
married
|
primary
|
no
| 2,581 |
no
|
no
|
unknown
| 12 |
may
| 221 | 2 | -1 | 0 |
unknown
| 0no
|
27 |
admin.
|
married
|
secondary
|
no
| 639 |
no
|
yes
|
cellular
| 14 |
jul
| 243 | 3 | -1 | 0 |
unknown
| 0no
|
41 |
blue-collar
|
married
|
primary
|
no
| 849 |
yes
|
no
|
unknown
| 15 |
may
| 72 | 1 | -1 | 0 |
unknown
| 0no
|
54 |
services
|
married
|
secondary
|
no
| 386 |
yes
|
no
|
cellular
| 2 |
aug
| 155 | 2 | -1 | 0 |
unknown
| 0no
|
32 |
management
|
single
|
tertiary
|
no
| 1,218 |
yes
|
no
|
telephone
| 28 |
jan
| 70 | 2 | -1 | 0 |
unknown
| 0no
|
31 |
management
|
married
|
tertiary
|
no
| 2,603 |
yes
|
no
|
cellular
| 11 |
feb
| 280 | 4 | -1 | 0 |
unknown
| 1yes
|
42 |
blue-collar
|
married
|
secondary
|
no
| -921 |
yes
|
no
|
unknown
| 26 |
may
| 115 | 2 | -1 | 0 |
unknown
| 0no
|
48 |
admin.
|
married
|
primary
|
no
| 607 |
no
|
no
|
unknown
| 20 |
jun
| 29 | 2 | -1 | 0 |
unknown
| 0no
|
34 |
blue-collar
|
married
|
primary
|
no
| 79 |
yes
|
no
|
cellular
| 14 |
may
| 406 | 2 | -1 | 0 |
unknown
| 0no
|
55 |
technician
|
divorced
|
secondary
|
no
| 61 |
yes
|
yes
|
cellular
| 25 |
aug
| 113 | 3 | -1 | 0 |
unknown
| 0no
|
49 |
technician
|
married
|
secondary
|
no
| 1,091 |
no
|
no
|
telephone
| 30 |
jul
| 47 | 2 | -1 | 0 |
unknown
| 0no
|
46 |
management
|
divorced
|
tertiary
|
no
| 743 |
no
|
no
|
unknown
| 5 |
jun
| 36 | 2 | -1 | 0 |
unknown
| 0no
|
47 |
entrepreneur
|
married
|
unknown
|
no
| 209 |
yes
|
no
|
unknown
| 6 |
may
| 135 | 2 | -1 | 0 |
unknown
| 0no
|
24 |
management
|
single
|
tertiary
|
no
| 172 |
no
|
no
|
cellular
| 3 |
jul
| 67 | 2 | -1 | 0 |
unknown
| 0no
|
58 |
entrepreneur
|
married
|
secondary
|
no
| 2 |
no
|
no
|
unknown
| 16 |
jun
| 684 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
management
|
single
|
tertiary
|
no
| 41 |
no
|
no
|
cellular
| 21 |
aug
| 686 | 5 | -1 | 0 |
unknown
| 1yes
|
25 |
student
|
single
|
secondary
|
no
| 1,116 |
yes
|
no
|
cellular
| 2 |
mar
| 170 | 3 | -1 | 0 |
unknown
| 0no
|
49 |
blue-collar
|
married
|
secondary
|
no
| -55 |
no
|
no
|
unknown
| 17 |
jun
| 150 | 3 | -1 | 0 |
unknown
| 0no
|
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