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
| 12,607 |
no
|
no
|
cellular
| 14 |
aug
| 203 | 5 | 84 | 1 |
failure
| 0no
|
58 |
admin.
|
married
|
secondary
|
no
| 2 |
yes
|
yes
|
telephone
| 25 |
jul
| 282 | 9 | -1 | 0 |
unknown
| 0no
|
31 |
management
|
married
|
tertiary
|
no
| 13 |
no
|
no
|
cellular
| 28 |
aug
| 110 | 5 | -1 | 0 |
unknown
| 0no
|
19 |
student
|
single
|
primary
|
no
| 103 |
no
|
no
|
cellular
| 10 |
jul
| 104 | 2 | -1 | 0 |
unknown
| 1yes
|
41 |
management
|
married
|
tertiary
|
no
| 3,872 |
no
|
no
|
cellular
| 15 |
oct
| 231 | 1 | -1 | 0 |
unknown
| 0no
|
31 |
unemployed
|
married
|
secondary
|
no
| 296 |
yes
|
no
|
unknown
| 20 |
may
| 378 | 3 | -1 | 0 |
unknown
| 0no
|
52 |
self-employed
|
single
|
primary
|
no
| 217 |
no
|
yes
|
cellular
| 15 |
jul
| 193 | 6 | -1 | 0 |
unknown
| 0no
|
42 |
self-employed
|
divorced
|
tertiary
|
no
| 360 |
yes
|
no
|
unknown
| 24 |
jun
| 110 | 5 | -1 | 0 |
unknown
| 0no
|
41 |
blue-collar
|
single
|
secondary
|
no
| 428 |
yes
|
no
|
cellular
| 12 |
may
| 92 | 1 | -1 | 0 |
unknown
| 0no
|
30 |
blue-collar
|
single
|
secondary
|
no
| 315 |
no
|
no
|
cellular
| 23 |
jun
| 1,407 | 1 | -1 | 0 |
unknown
| 1yes
|
38 |
blue-collar
|
married
|
secondary
|
no
| 121 |
yes
|
yes
|
cellular
| 6 |
feb
| 168 | 1 | 212 | 2 |
failure
| 0no
|
32 |
management
|
married
|
tertiary
|
no
| 820 |
yes
|
no
|
cellular
| 17 |
jul
| 738 | 3 | -1 | 0 |
unknown
| 0no
|
52 |
technician
|
married
|
secondary
|
no
| 195 |
yes
|
no
|
cellular
| 18 |
feb
| 220 | 1 | 63 | 5 |
failure
| 1yes
|
48 |
management
|
divorced
|
tertiary
|
no
| 108 |
yes
|
no
|
unknown
| 27 |
may
| 89 | 2 | -1 | 0 |
unknown
| 0no
|
36 |
management
|
married
|
tertiary
|
no
| -381 |
yes
|
no
|
cellular
| 31 |
jul
| 30 | 29 | -1 | 0 |
unknown
| 0no
|
45 |
unemployed
|
divorced
|
primary
|
no
| 757 |
no
|
no
|
cellular
| 20 |
apr
| 103 | 1 | 325 | 4 |
failure
| 0no
|
34 |
technician
|
married
|
tertiary
|
no
| 691 |
yes
|
yes
|
unknown
| 2 |
jun
| 70 | 1 | -1 | 0 |
unknown
| 0no
|
36 |
blue-collar
|
married
|
primary
|
no
| 1,925 |
yes
|
no
|
cellular
| 20 |
apr
| 904 | 2 | -1 | 0 |
unknown
| 1yes
|
34 |
management
|
married
|
tertiary
|
no
| 902 |
yes
|
no
|
cellular
| 14 |
may
| 159 | 1 | 367 | 2 |
other
| 0no
|
61 |
retired
|
married
|
secondary
|
no
| 5,207 |
no
|
no
|
cellular
| 11 |
sep
| 336 | 1 | 81 | 2 |
other
| 0no
|
54 |
services
|
married
|
secondary
|
no
| 0 |
no
|
no
|
unknown
| 19 |
jun
| 220 | 1 | -1 | 0 |
unknown
| 0no
|
50 |
entrepreneur
|
married
|
secondary
|
no
| 665 |
no
|
no
|
telephone
| 17 |
nov
| 238 | 1 | -1 | 0 |
unknown
| 0no
|
43 |
admin.
|
divorced
|
secondary
|
no
| 738 |
yes
|
no
|
cellular
| 21 |
nov
| 585 | 4 | 191 | 4 |
failure
| 0no
|
47 |
blue-collar
|
married
|
primary
|
no
| 233 |
no
|
no
|
cellular
| 8 |
aug
| 293 | 3 | -1 | 0 |
unknown
| 0no
|
45 |
services
|
married
|
secondary
|
no
| -839 |
yes
|
no
|
unknown
| 28 |
may
| 68 | 1 | -1 | 0 |
unknown
| 0no
|
57 |
retired
|
married
|
primary
|
no
| 5,799 |
no
|
no
|
unknown
| 17 |
jun
| 97 | 1 | -1 | 0 |
unknown
| 0no
|
27 |
admin.
|
married
|
secondary
|
no
| 1,033 |
yes
|
no
|
unknown
| 9 |
may
| 1,713 | 1 | -1 | 0 |
unknown
| 0no
|
49 |
unemployed
|
divorced
|
secondary
|
no
| 66 |
no
|
no
|
cellular
| 9 |
jul
| 218 | 3 | -1 | 0 |
unknown
| 0no
|
43 |
services
|
married
|
primary
|
no
| 2,567 |
yes
|
no
|
cellular
| 14 |
may
| 109 | 1 | 360 | 2 |
failure
| 0no
|
40 |
management
|
married
|
tertiary
|
no
| 1,584 |
yes
|
no
|
telephone
| 21 |
nov
| 661 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
services
|
single
|
secondary
|
no
| 182 |
yes
|
no
|
cellular
| 6 |
may
| 145 | 1 | -1 | 0 |
unknown
| 0no
|
58 |
management
|
married
|
primary
|
no
| 76 |
yes
|
no
|
telephone
| 18 |
may
| 54 | 4 | -1 | 0 |
unknown
| 0no
|
34 |
admin.
|
single
|
secondary
|
no
| 663 |
yes
|
no
|
cellular
| 20 |
apr
| 111 | 1 | -1 | 0 |
unknown
| 0no
|
46 |
technician
|
divorced
|
secondary
|
no
| 3,455 |
yes
|
no
|
unknown
| 14 |
may
| 566 | 2 | -1 | 0 |
unknown
| 0no
|
29 |
blue-collar
|
married
|
secondary
|
no
| 15 |
no
|
no
|
cellular
| 3 |
jun
| 136 | 1 | -1 | 0 |
unknown
| 0no
|
52 |
blue-collar
|
married
|
primary
|
no
| 1,054 |
no
|
no
|
cellular
| 4 |
aug
| 273 | 1 | -1 | 0 |
unknown
| 0no
|
45 |
management
|
married
|
tertiary
|
no
| 1,529 |
no
|
no
|
cellular
| 30 |
jun
| 160 | 1 | -1 | 0 |
unknown
| 0no
|
26 |
management
|
single
|
secondary
|
no
| 63 |
no
|
no
|
cellular
| 28 |
jul
| 76 | 4 | -1 | 0 |
unknown
| 0no
|
40 |
technician
|
married
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 19 |
aug
| 44 | 1 | -1 | 0 |
unknown
| 0no
|
41 |
admin.
|
married
|
secondary
|
no
| 920 |
yes
|
yes
|
unknown
| 27 |
may
| 239 | 1 | -1 | 0 |
unknown
| 0no
|
47 |
admin.
|
single
|
secondary
|
no
| 3,696 |
no
|
no
|
cellular
| 12 |
jul
| 250 | 2 | 181 | 4 |
success
| 1yes
|
27 |
technician
|
single
|
unknown
|
no
| 59 |
no
|
no
|
cellular
| 15 |
jul
| 792 | 4 | -1 | 0 |
unknown
| 0no
|
27 |
services
|
married
|
secondary
|
no
| 0 |
yes
|
no
|
cellular
| 23 |
jul
| 198 | 13 | -1 | 0 |
unknown
| 0no
|
48 |
blue-collar
|
married
|
secondary
|
no
| 157 |
yes
|
no
|
unknown
| 6 |
may
| 73 | 1 | -1 | 0 |
unknown
| 0no
|
49 |
admin.
|
married
|
secondary
|
no
| 2,465 |
no
|
no
|
cellular
| 20 |
aug
| 157 | 3 | -1 | 0 |
unknown
| 0no
|
35 |
blue-collar
|
married
|
primary
|
no
| 0 |
yes
|
no
|
cellular
| 24 |
jul
| 90 | 6 | -1 | 0 |
unknown
| 0no
|
47 |
self-employed
|
married
|
secondary
|
yes
| 2 |
no
|
no
|
cellular
| 5 |
feb
| 236 | 2 | -1 | 0 |
unknown
| 0no
|
54 |
management
|
married
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 16 |
jul
| 118 | 5 | -1 | 0 |
unknown
| 0no
|
39 |
management
|
single
|
tertiary
|
no
| 12,437 |
no
|
no
|
telephone
| 18 |
nov
| 40 | 1 | -1 | 0 |
unknown
| 0no
|
28 |
student
|
single
|
secondary
|
no
| 378 |
yes
|
no
|
cellular
| 17 |
apr
| 346 | 1 | -1 | 0 |
unknown
| 0no
|
54 |
blue-collar
|
married
|
primary
|
no
| 211 |
no
|
no
|
unknown
| 19 |
jun
| 200 | 2 | -1 | 0 |
unknown
| 0no
|
34 |
technician
|
married
|
secondary
|
no
| -228 |
yes
|
no
|
cellular
| 20 |
apr
| 187 | 3 | 332 | 3 |
other
| 0no
|
63 |
retired
|
married
|
secondary
|
no
| 2,747 |
no
|
no
|
cellular
| 11 |
sep
| 113 | 1 | 80 | 1 |
failure
| 0no
|
42 |
self-employed
|
married
|
tertiary
|
no
| 1,932 |
yes
|
no
|
unknown
| 16 |
may
| 192 | 32 | -1 | 0 |
unknown
| 0no
|
43 |
technician
|
single
|
secondary
|
no
| 11,269 |
no
|
no
|
unknown
| 29 |
may
| 92 | 1 | -1 | 0 |
unknown
| 0no
|
37 |
admin.
|
married
|
secondary
|
no
| 1,314 |
yes
|
no
|
cellular
| 8 |
may
| 682 | 2 | 85 | 7 |
success
| 0no
|
55 |
blue-collar
|
married
|
primary
|
no
| 2,275 |
no
|
no
|
cellular
| 25 |
aug
| 139 | 9 | -1 | 0 |
unknown
| 0no
|
43 |
management
|
single
|
tertiary
|
no
| 1,304 |
no
|
no
|
cellular
| 6 |
aug
| 501 | 2 | -1 | 0 |
unknown
| 1yes
|
41 |
blue-collar
|
married
|
secondary
|
yes
| 720 |
no
|
yes
|
cellular
| 24 |
jul
| 651 | 1 | -1 | 0 |
unknown
| 1yes
|
47 |
technician
|
divorced
|
secondary
|
no
| 2,914 |
yes
|
no
|
cellular
| 18 |
aug
| 405 | 13 | -1 | 0 |
unknown
| 0no
|
34 |
technician
|
married
|
secondary
|
no
| 1,464 |
yes
|
no
|
unknown
| 23 |
may
| 350 | 1 | -1 | 0 |
unknown
| 0no
|
28 |
student
|
single
|
secondary
|
no
| 11,555 |
no
|
no
|
cellular
| 8 |
apr
| 125 | 2 | -1 | 0 |
unknown
| 0no
|
36 |
services
|
married
|
secondary
|
no
| -302 |
yes
|
no
|
cellular
| 13 |
may
| 36 | 2 | -1 | 0 |
unknown
| 0no
|
50 |
technician
|
married
|
secondary
|
no
| 2,497 |
yes
|
no
|
cellular
| 21 |
nov
| 35 | 1 | 176 | 1 |
failure
| 0no
|
35 |
blue-collar
|
married
|
secondary
|
no
| -339 |
yes
|
no
|
unknown
| 8 |
may
| 389 | 2 | -1 | 0 |
unknown
| 0no
|
40 |
technician
|
married
|
secondary
|
no
| 56 |
yes
|
yes
|
cellular
| 29 |
jan
| 194 | 1 | 247 | 1 |
failure
| 0no
|
26 |
self-employed
|
single
|
tertiary
|
no
| 211 |
no
|
no
|
cellular
| 29 |
jan
| 168 | 3 | -1 | 0 |
unknown
| 0no
|
36 |
management
|
divorced
|
tertiary
|
no
| 3,611 |
yes
|
no
|
unknown
| 4 |
jun
| 347 | 3 | -1 | 0 |
unknown
| 0no
|
59 |
unemployed
|
married
|
primary
|
no
| 0 |
no
|
no
|
cellular
| 30 |
jan
| 3,025 | 2 | -1 | 0 |
unknown
| 0no
|
28 |
student
|
single
|
secondary
|
no
| 459 |
no
|
no
|
cellular
| 16 |
mar
| 83 | 13 | -1 | 0 |
unknown
| 0no
|
46 |
entrepreneur
|
married
|
unknown
|
no
| 242 |
yes
|
no
|
unknown
| 9 |
may
| 332 | 2 | -1 | 0 |
unknown
| 0no
|
50 |
self-employed
|
married
|
secondary
|
no
| 1,138 |
no
|
no
|
cellular
| 14 |
aug
| 219 | 10 | -1 | 0 |
unknown
| 0no
|
53 |
management
|
married
|
tertiary
|
no
| 1,319 |
yes
|
no
|
cellular
| 16 |
apr
| 427 | 1 | 150 | 1 |
failure
| 0no
|
81 |
retired
|
married
|
secondary
|
no
| 1 |
no
|
no
|
cellular
| 19 |
aug
| 65 | 5 | -1 | 0 |
unknown
| 0no
|
35 |
services
|
divorced
|
secondary
|
no
| 67 |
yes
|
no
|
cellular
| 5 |
may
| 192 | 2 | -1 | 0 |
unknown
| 0no
|
58 |
retired
|
married
|
unknown
|
no
| 937 |
no
|
no
|
cellular
| 5 |
aug
| 155 | 1 | -1 | 0 |
unknown
| 0no
|
44 |
services
|
married
|
secondary
|
no
| 0 |
yes
|
yes
|
cellular
| 11 |
may
| 161 | 1 | -1 | 0 |
unknown
| 0no
|
38 |
management
|
married
|
tertiary
|
no
| -558 |
yes
|
no
|
cellular
| 21 |
jul
| 533 | 1 | -1 | 0 |
unknown
| 0no
|
49 |
blue-collar
|
married
|
secondary
|
no
| 171 |
no
|
no
|
cellular
| 4 |
feb
| 19 | 3 | 175 | 2 |
other
| 0no
|
33 |
technician
|
single
|
tertiary
|
no
| 696 |
no
|
yes
|
cellular
| 5 |
feb
| 193 | 1 | 176 | 8 |
failure
| 0no
|
29 |
management
|
married
|
tertiary
|
no
| 361 |
yes
|
yes
|
cellular
| 28 |
jul
| 819 | 3 | -1 | 0 |
unknown
| 0no
|
28 |
technician
|
single
|
secondary
|
no
| 227 |
no
|
no
|
cellular
| 30 |
apr
| 278 | 1 | -1 | 0 |
unknown
| 1yes
|
31 |
admin.
|
married
|
secondary
|
no
| 236 |
yes
|
yes
|
telephone
| 4 |
may
| 211 | 3 | -1 | 0 |
unknown
| 0no
|
33 |
management
|
single
|
tertiary
|
no
| -53 |
no
|
no
|
cellular
| 29 |
jan
| 617 | 2 | -1 | 0 |
unknown
| 0no
|
52 |
technician
|
married
|
secondary
|
no
| 192 |
yes
|
no
|
cellular
| 23 |
jul
| 61 | 2 | -1 | 0 |
unknown
| 0no
|
43 |
management
|
divorced
|
tertiary
|
no
| 38 |
yes
|
no
|
cellular
| 25 |
jul
| 197 | 6 | -1 | 0 |
unknown
| 0no
|
32 |
self-employed
|
single
|
secondary
|
no
| 518 |
yes
|
no
|
cellular
| 18 |
may
| 34 | 7 | -1 | 0 |
unknown
| 0no
|
36 |
self-employed
|
married
|
tertiary
|
no
| 16 |
yes
|
yes
|
cellular
| 18 |
jul
| 95 | 4 | -1 | 0 |
unknown
| 0no
|
41 |
blue-collar
|
married
|
secondary
|
no
| -256 |
yes
|
no
|
unknown
| 3 |
jun
| 147 | 2 | -1 | 0 |
unknown
| 0no
|
43 |
blue-collar
|
married
|
secondary
|
no
| 105 |
no
|
yes
|
cellular
| 4 |
jul
| 668 | 2 | -1 | 0 |
unknown
| 0no
|
45 |
self-employed
|
married
|
tertiary
|
no
| 334 |
no
|
no
|
unknown
| 5 |
jun
| 87 | 2 | -1 | 0 |
unknown
| 0no
|
39 |
technician
|
married
|
secondary
|
no
| 1,048 |
no
|
yes
|
cellular
| 21 |
jul
| 405 | 1 | -1 | 0 |
unknown
| 0no
|
41 |
services
|
married
|
secondary
|
no
| 108 |
yes
|
yes
|
unknown
| 13 |
may
| 83 | 7 | -1 | 0 |
unknown
| 0no
|
31 |
technician
|
married
|
secondary
|
no
| 660 |
no
|
no
|
cellular
| 22 |
jun
| 115 | 1 | -1 | 0 |
unknown
| 0no
|
37 |
unemployed
|
single
|
tertiary
|
yes
| 0 |
yes
|
no
|
cellular
| 10 |
jul
| 108 | 1 | -1 | 0 |
unknown
| 0no
|
28 |
entrepreneur
|
married
|
unknown
|
no
| 1,034 |
no
|
no
|
cellular
| 29 |
jan
| 113 | 1 | -1 | 0 |
unknown
| 0no
|
47 |
housemaid
|
married
|
primary
|
no
| 201 |
yes
|
no
|
cellular
| 7 |
aug
| 58 | 2 | 382 | 1 |
failure
| 0no
|
37 |
housemaid
|
married
|
primary
|
no
| 189 |
no
|
no
|
cellular
| 8 |
aug
| 148 | 4 | -1 | 0 |
unknown
| 0no
|
60 |
retired
|
divorced
|
unknown
|
no
| -49 |
yes
|
no
|
cellular
| 29 |
jan
| 188 | 1 | 261 | 2 |
failure
| 0no
|
43 |
technician
|
divorced
|
secondary
|
no
| 1,413 |
yes
|
no
|
telephone
| 28 |
jul
| 75 | 3 | -1 | 0 |
unknown
| 0no
|
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