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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
35 |
technician
|
married
|
secondary
|
no
| 13 |
no
|
no
|
cellular
| 22 |
aug
| 94 | 2 | -1 | 0 |
unknown
| 0no
|
57 |
services
|
divorced
|
secondary
|
no
| 14 |
no
|
yes
|
cellular
| 22 |
jul
| 445 | 2 | -1 | 0 |
unknown
| 0no
|
28 |
technician
|
single
|
secondary
|
no
| 769 |
yes
|
no
|
cellular
| 15 |
may
| 153 | 1 | 371 | 2 |
failure
| 0no
|
43 |
admin.
|
married
|
unknown
|
no
| 3,485 |
no
|
no
|
unknown
| 18 |
jun
| 113 | 1 | -1 | 0 |
unknown
| 0no
|
57 |
management
|
married
|
secondary
|
no
| 139 |
no
|
no
|
cellular
| 17 |
aug
| 80 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
services
|
divorced
|
secondary
|
no
| 202 |
yes
|
no
|
unknown
| 15 |
may
| 318 | 1 | -1 | 0 |
unknown
| 0no
|
36 |
technician
|
married
|
tertiary
|
no
| 6 |
yes
|
no
|
cellular
| 27 |
jan
| 100 | 1 | 435 | 1 |
failure
| 0no
|
47 |
management
|
divorced
|
tertiary
|
no
| 2,515 |
no
|
no
|
unknown
| 20 |
jun
| 40 | 3 | -1 | 0 |
unknown
| 0no
|
36 |
management
|
divorced
|
tertiary
|
no
| 5,195 |
yes
|
no
|
unknown
| 2 |
jun
| 55 | 25 | -1 | 0 |
unknown
| 0no
|
33 |
management
|
married
|
tertiary
|
no
| 2,098 |
no
|
no
|
cellular
| 20 |
nov
| 67 | 1 | -1 | 0 |
unknown
| 0no
|
57 |
management
|
married
|
tertiary
|
no
| 320 |
no
|
no
|
cellular
| 7 |
aug
| 76 | 2 | -1 | 0 |
unknown
| 0no
|
57 |
management
|
married
|
tertiary
|
no
| 3,431 |
yes
|
no
|
unknown
| 16 |
may
| 73 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
admin.
|
married
|
secondary
|
no
| 50 |
yes
|
no
|
unknown
| 20 |
may
| 89 | 2 | -1 | 0 |
unknown
| 0no
|
51 |
housemaid
|
divorced
|
tertiary
|
no
| 370 |
yes
|
no
|
cellular
| 19 |
aug
| 109 | 3 | -1 | 0 |
unknown
| 0no
|
54 |
blue-collar
|
divorced
|
primary
|
no
| -182 |
no
|
no
|
cellular
| 9 |
jul
| 98 | 1 | -1 | 0 |
unknown
| 0no
|
52 |
self-employed
|
single
|
tertiary
|
no
| 1,623 |
yes
|
no
|
unknown
| 5 |
jun
| 21 | 17 | -1 | 0 |
unknown
| 0no
|
43 |
entrepreneur
|
married
|
tertiary
|
no
| 13,342 |
yes
|
no
|
cellular
| 18 |
nov
| 465 | 1 | -1 | 0 |
unknown
| 0no
|
58 |
retired
|
single
|
primary
|
no
| 6,570 |
no
|
no
|
cellular
| 21 |
jul
| 106 | 3 | -1 | 0 |
unknown
| 0no
|
53 |
admin.
|
married
|
secondary
|
no
| 225 |
yes
|
no
|
cellular
| 20 |
apr
| 304 | 1 | 340 | 1 |
failure
| 0no
|
44 |
management
|
married
|
secondary
|
no
| -665 |
no
|
no
|
cellular
| 30 |
jul
| 342 | 3 | -1 | 0 |
unknown
| 0no
|
29 |
management
|
single
|
tertiary
|
no
| 0 |
no
|
no
|
unknown
| 16 |
may
| 16 | 25 | -1 | 0 |
unknown
| 0no
|
27 |
services
|
single
|
secondary
|
no
| 54 |
yes
|
no
|
unknown
| 28 |
may
| 543 | 2 | -1 | 0 |
unknown
| 1yes
|
35 |
blue-collar
|
married
|
primary
|
no
| 46 |
no
|
no
|
cellular
| 8 |
jul
| 338 | 3 | -1 | 0 |
unknown
| 0no
|
40 |
self-employed
|
married
|
secondary
|
no
| 2 |
no
|
no
|
cellular
| 22 |
aug
| 197 | 5 | -1 | 0 |
unknown
| 0no
|
34 |
blue-collar
|
married
|
secondary
|
no
| 103 |
yes
|
yes
|
unknown
| 8 |
may
| 956 | 2 | -1 | 0 |
unknown
| 0no
|
38 |
admin.
|
single
|
secondary
|
no
| 883 |
yes
|
no
|
cellular
| 12 |
may
| 95 | 1 | 327 | 9 |
other
| 0no
|
32 |
services
|
married
|
secondary
|
no
| 55 |
yes
|
no
|
unknown
| 15 |
may
| 546 | 9 | -1 | 0 |
unknown
| 0no
|
41 |
admin.
|
married
|
secondary
|
no
| 8,238 |
yes
|
yes
|
unknown
| 30 |
may
| 124 | 4 | -1 | 0 |
unknown
| 0no
|
25 |
blue-collar
|
single
|
secondary
|
no
| 913 |
yes
|
no
|
cellular
| 7 |
jul
| 113 | 4 | -1 | 0 |
unknown
| 0no
|
38 |
blue-collar
|
divorced
|
secondary
|
no
| 595 |
yes
|
no
|
cellular
| 7 |
may
| 245 | 3 | -1 | 0 |
unknown
| 0no
|
26 |
technician
|
single
|
secondary
|
no
| 7 |
yes
|
no
|
cellular
| 22 |
jul
| 188 | 2 | -1 | 0 |
unknown
| 0no
|
37 |
technician
|
single
|
tertiary
|
no
| 1,661 |
no
|
no
|
cellular
| 19 |
aug
| 199 | 5 | -1 | 0 |
unknown
| 0no
|
30 |
management
|
married
|
tertiary
|
no
| 102 |
yes
|
no
|
cellular
| 5 |
apr
| 470 | 7 | 426 | 3 |
other
| 1yes
|
36 |
services
|
married
|
secondary
|
no
| 338 |
no
|
no
|
unknown
| 14 |
may
| 90 | 1 | -1 | 0 |
unknown
| 0no
|
33 |
management
|
married
|
secondary
|
no
| 3,132 |
yes
|
no
|
unknown
| 23 |
may
| 350 | 5 | -1 | 0 |
unknown
| 0no
|
33 |
admin.
|
single
|
tertiary
|
no
| 490 |
yes
|
no
|
cellular
| 7 |
may
| 31 | 1 | 363 | 2 |
failure
| 0no
|
35 |
management
|
married
|
tertiary
|
no
| 2,682 |
yes
|
no
|
cellular
| 9 |
jul
| 156 | 1 | -1 | 0 |
unknown
| 0no
|
24 |
services
|
married
|
tertiary
|
no
| 0 |
yes
|
no
|
unknown
| 27 |
may
| 299 | 1 | -1 | 0 |
unknown
| 0no
|
29 |
unemployed
|
married
|
secondary
|
no
| 596 |
no
|
no
|
cellular
| 30 |
jan
| 510 | 2 | -1 | 0 |
unknown
| 0no
|
54 |
blue-collar
|
married
|
secondary
|
no
| 2,059 |
yes
|
no
|
cellular
| 25 |
aug
| 177 | 4 | -1 | 0 |
unknown
| 0no
|
27 |
admin.
|
married
|
secondary
|
no
| 132 |
no
|
no
|
cellular
| 13 |
oct
| 123 | 2 | -1 | 0 |
unknown
| 0no
|
34 |
management
|
married
|
secondary
|
no
| 0 |
no
|
no
|
cellular
| 2 |
feb
| 270 | 1 | -1 | 0 |
unknown
| 0no
|
39 |
blue-collar
|
married
|
primary
|
no
| 385 |
yes
|
no
|
unknown
| 16 |
may
| 225 | 4 | -1 | 0 |
unknown
| 0no
|
38 |
management
|
married
|
tertiary
|
no
| 223 |
no
|
no
|
cellular
| 28 |
jan
| 63 | 1 | -1 | 0 |
unknown
| 0no
|
37 |
management
|
married
|
tertiary
|
no
| 0 |
yes
|
no
|
unknown
| 3 |
jun
| 247 | 13 | -1 | 0 |
unknown
| 0no
|
26 |
services
|
single
|
secondary
|
no
| 512 |
yes
|
yes
|
cellular
| 30 |
jan
| 206 | 5 | 239 | 3 |
failure
| 0no
|
36 |
entrepreneur
|
married
|
tertiary
|
no
| 1,169 |
yes
|
no
|
unknown
| 6 |
may
| 168 | 2 | -1 | 0 |
unknown
| 0no
|
35 |
management
|
single
|
tertiary
|
no
| 71 |
yes
|
no
|
unknown
| 21 |
may
| 836 | 12 | -1 | 0 |
unknown
| 0no
|
30 |
management
|
single
|
tertiary
|
no
| 940 |
no
|
no
|
cellular
| 8 |
aug
| 131 | 2 | -1 | 0 |
unknown
| 0no
|
25 |
technician
|
single
|
secondary
|
no
| -80 |
yes
|
yes
|
unknown
| 3 |
jun
| 89 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
technician
|
married
|
secondary
|
no
| 0 |
yes
|
no
|
cellular
| 29 |
aug
| 116 | 4 | -1 | 0 |
unknown
| 0no
|
52 |
unknown
|
married
|
unknown
|
no
| 1,317 |
no
|
no
|
unknown
| 12 |
jun
| 58 | 1 | -1 | 0 |
unknown
| 0no
|
39 |
admin.
|
married
|
secondary
|
no
| 179 |
no
|
no
|
unknown
| 6 |
sep
| 36 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
management
|
married
|
secondary
|
no
| 1,007 |
yes
|
no
|
cellular
| 21 |
jul
| 240 | 2 | -1 | 0 |
unknown
| 0no
|
34 |
management
|
single
|
secondary
|
no
| 0 |
no
|
no
|
cellular
| 22 |
aug
| 132 | 4 | -1 | 0 |
unknown
| 0no
|
30 |
services
|
married
|
secondary
|
no
| 1,286 |
yes
|
yes
|
cellular
| 17 |
jul
| 544 | 1 | -1 | 0 |
unknown
| 0no
|
33 |
services
|
married
|
secondary
|
no
| 804 |
yes
|
yes
|
unknown
| 8 |
may
| 266 | 1 | -1 | 0 |
unknown
| 0no
|
30 |
student
|
single
|
secondary
|
no
| 4 |
no
|
no
|
cellular
| 4 |
feb
| 443 | 2 | -1 | 0 |
unknown
| 0no
|
51 |
blue-collar
|
married
|
primary
|
no
| 0 |
yes
|
no
|
cellular
| 10 |
jul
| 324 | 1 | -1 | 0 |
unknown
| 0no
|
36 |
services
|
single
|
secondary
|
no
| 417 |
yes
|
no
|
cellular
| 6 |
feb
| 15 | 10 | 207 | 3 |
failure
| 0no
|
48 |
blue-collar
|
married
|
primary
|
no
| 1,678 |
no
|
no
|
cellular
| 28 |
jan
| 263 | 2 | -1 | 0 |
unknown
| 0no
|
37 |
services
|
divorced
|
secondary
|
no
| 532 |
yes
|
no
|
unknown
| 11 |
jun
| 199 | 1 | -1 | 0 |
unknown
| 0no
|
58 |
management
|
married
|
secondary
|
no
| 407 |
yes
|
no
|
cellular
| 29 |
jul
| 145 | 2 | -1 | 0 |
unknown
| 0no
|
56 |
management
|
divorced
|
tertiary
|
no
| 659 |
no
|
yes
|
cellular
| 2 |
jun
| 56 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
blue-collar
|
married
|
secondary
|
no
| 393 |
yes
|
no
|
cellular
| 5 |
may
| 11 | 9 | -1 | 0 |
unknown
| 0no
|
33 |
admin.
|
divorced
|
secondary
|
no
| 661 |
yes
|
no
|
cellular
| 18 |
nov
| 411 | 1 | 173 | 2 |
other
| 0no
|
26 |
services
|
single
|
secondary
|
no
| 0 |
no
|
no
|
cellular
| 29 |
jul
| 165 | 23 | -1 | 0 |
unknown
| 0no
|
40 |
management
|
single
|
unknown
|
no
| 838 |
yes
|
no
|
unknown
| 12 |
may
| 619 | 3 | -1 | 0 |
unknown
| 0no
|
35 |
services
|
married
|
secondary
|
no
| 195 |
yes
|
no
|
cellular
| 17 |
apr
| 203 | 1 | -1 | 0 |
unknown
| 0no
|
45 |
entrepreneur
|
married
|
secondary
|
no
| 68 |
yes
|
no
|
unknown
| 7 |
may
| 254 | 1 | -1 | 0 |
unknown
| 0no
|
37 |
technician
|
single
|
secondary
|
no
| -242 |
yes
|
no
|
cellular
| 13 |
aug
| 1,149 | 6 | -1 | 0 |
unknown
| 1yes
|
35 |
management
|
divorced
|
tertiary
|
no
| 321 |
yes
|
no
|
unknown
| 9 |
may
| 189 | 1 | -1 | 0 |
unknown
| 0no
|
43 |
services
|
single
|
secondary
|
no
| 3,403 |
yes
|
no
|
cellular
| 12 |
nov
| 707 | 2 | 97 | 2 |
success
| 1yes
|
28 |
blue-collar
|
married
|
secondary
|
no
| 8 |
yes
|
no
|
cellular
| 15 |
may
| 196 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
blue-collar
|
divorced
|
secondary
|
no
| 739 |
yes
|
no
|
unknown
| 9 |
may
| 171 | 1 | -1 | 0 |
unknown
| 0no
|
26 |
unemployed
|
single
|
secondary
|
no
| 622 |
no
|
no
|
cellular
| 28 |
jan
| 1,451 | 2 | -1 | 0 |
unknown
| 1yes
|
35 |
services
|
married
|
secondary
|
no
| 152 |
yes
|
no
|
unknown
| 2 |
jun
| 563 | 1 | -1 | 0 |
unknown
| 1yes
|
35 |
technician
|
single
|
secondary
|
no
| 2 |
no
|
no
|
cellular
| 11 |
aug
| 239 | 4 | -1 | 0 |
unknown
| 0no
|
39 |
blue-collar
|
married
|
secondary
|
no
| 1,439 |
yes
|
no
|
telephone
| 28 |
jul
| 73 | 6 | -1 | 0 |
unknown
| 0no
|
42 |
blue-collar
|
divorced
|
secondary
|
no
| 1,491 |
yes
|
no
|
cellular
| 6 |
may
| 203 | 2 | 334 | 2 |
failure
| 0no
|
32 |
technician
|
single
|
secondary
|
no
| 6,402 |
yes
|
no
|
cellular
| 6 |
may
| 158 | 1 | 167 | 1 |
success
| 0no
|
30 |
unemployed
|
married
|
secondary
|
no
| 1,210 |
no
|
no
|
cellular
| 9 |
jul
| 100 | 4 | -1 | 0 |
unknown
| 0no
|
26 |
management
|
single
|
tertiary
|
no
| 122 |
no
|
yes
|
cellular
| 8 |
jul
| 160 | 1 | -1 | 0 |
unknown
| 0no
|
30 |
student
|
single
|
secondary
|
no
| 0 |
yes
|
no
|
cellular
| 19 |
nov
| 661 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
management
|
married
|
tertiary
|
no
| 62 |
yes
|
no
|
cellular
| 14 |
may
| 166 | 1 | -1 | 0 |
unknown
| 0no
|
47 |
services
|
married
|
secondary
|
no
| 3,333 |
yes
|
yes
|
cellular
| 29 |
jul
| 114 | 2 | -1 | 0 |
unknown
| 0no
|
33 |
technician
|
married
|
tertiary
|
no
| 16,992 |
yes
|
no
|
unknown
| 29 |
may
| 58 | 1 | -1 | 0 |
unknown
| 0no
|
57 |
blue-collar
|
married
|
primary
|
no
| 23 |
yes
|
no
|
telephone
| 31 |
jul
| 25 | 8 | -1 | 0 |
unknown
| 0no
|
35 |
admin.
|
married
|
secondary
|
no
| 0 |
yes
|
no
|
cellular
| 7 |
may
| 121 | 2 | -1 | 0 |
unknown
| 0no
|
53 |
technician
|
married
|
tertiary
|
no
| 6,072 |
no
|
yes
|
unknown
| 16 |
jun
| 226 | 4 | -1 | 0 |
unknown
| 0no
|
24 |
retired
|
single
|
secondary
|
no
| 366 |
no
|
yes
|
unknown
| 16 |
may
| 234 | 2 | -1 | 0 |
unknown
| 0no
|
54 |
management
|
divorced
|
tertiary
|
no
| 0 |
no
|
yes
|
cellular
| 10 |
jul
| 88 | 1 | -1 | 0 |
unknown
| 0no
|
31 |
management
|
married
|
tertiary
|
no
| 1,343 |
yes
|
yes
|
unknown
| 21 |
may
| 85 | 1 | -1 | 0 |
unknown
| 0no
|
41 |
entrepreneur
|
married
|
secondary
|
no
| 2,105 |
yes
|
no
|
cellular
| 18 |
nov
| 134 | 1 | -1 | 0 |
unknown
| 0no
|
44 |
unknown
|
married
|
secondary
|
no
| 2,319 |
no
|
no
|
cellular
| 4 |
aug
| 251 | 3 | -1 | 0 |
unknown
| 0no
|
35 |
services
|
single
|
secondary
|
no
| 35 |
yes
|
no
|
cellular
| 14 |
may
| 152 | 1 | -1 | 0 |
unknown
| 0no
|
30 |
management
|
married
|
tertiary
|
no
| 877 |
no
|
no
|
cellular
| 13 |
aug
| 202 | 1 | 83 | 5 |
failure
| 0no
|
43 |
blue-collar
|
single
|
primary
|
no
| 30 |
yes
|
no
|
unknown
| 30 |
may
| 379 | 17 | -1 | 0 |
unknown
| 0no
|
51 |
entrepreneur
|
married
|
secondary
|
yes
| -2,082 |
no
|
yes
|
cellular
| 28 |
jul
| 123 | 6 | -1 | 0 |
unknown
| 0no
|
60 |
retired
|
married
|
secondary
|
no
| 89 |
no
|
no
|
cellular
| 30 |
apr
| 156 | 2 | -1 | 0 |
unknown
| 0no
|
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