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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
34 |
technician
|
single
|
tertiary
|
no
| 992 |
yes
|
no
|
cellular
| 4 |
may
| 301 | 1 | 88 | 2 |
success
| 0no
|
48 |
technician
|
married
|
secondary
|
no
| 1,526 |
no
|
no
|
cellular
| 6 |
aug
| 273 | 2 | -1 | 0 |
unknown
| 0no
|
35 |
technician
|
single
|
tertiary
|
no
| 2,658 |
yes
|
no
|
cellular
| 19 |
aug
| 768 | 2 | 141 | 3 |
failure
| 1yes
|
39 |
management
|
divorced
|
tertiary
|
no
| 1,315 |
yes
|
no
|
cellular
| 19 |
nov
| 1,337 | 4 | 126 | 1 |
failure
| 0no
|
29 |
blue-collar
|
single
|
tertiary
|
no
| 455 |
no
|
no
|
telephone
| 21 |
apr
| 403 | 1 | -1 | 0 |
unknown
| 1yes
|
45 |
technician
|
single
|
tertiary
|
no
| 0 |
yes
|
no
|
cellular
| 18 |
nov
| 139 | 2 | -1 | 0 |
unknown
| 0no
|
42 |
technician
|
married
|
secondary
|
no
| 2,030 |
yes
|
yes
|
cellular
| 9 |
jul
| 196 | 1 | -1 | 0 |
unknown
| 0no
|
29 |
technician
|
married
|
secondary
|
no
| 1,599 |
yes
|
no
|
cellular
| 8 |
jul
| 115 | 1 | 61 | 1 |
failure
| 0no
|
38 |
services
|
single
|
secondary
|
no
| -196 |
yes
|
no
|
cellular
| 2 |
feb
| 60 | 1 | 271 | 1 |
failure
| 0no
|
56 |
retired
|
married
|
secondary
|
no
| 1,333 |
no
|
no
|
cellular
| 28 |
aug
| 17 | 14 | -1 | 0 |
unknown
| 0no
|
36 |
technician
|
single
|
secondary
|
no
| 9,149 |
yes
|
no
|
cellular
| 13 |
aug
| 141 | 3 | -1 | 0 |
unknown
| 0no
|
25 |
blue-collar
|
single
|
secondary
|
no
| -350 |
yes
|
no
|
unknown
| 23 |
jun
| 95 | 3 | -1 | 0 |
unknown
| 0no
|
38 |
technician
|
married
|
tertiary
|
no
| 432 |
yes
|
no
|
cellular
| 15 |
may
| 10 | 2 | 373 | 1 |
other
| 0no
|
57 |
self-employed
|
married
|
secondary
|
no
| 11,494 |
no
|
no
|
cellular
| 19 |
nov
| 198 | 1 | -1 | 0 |
unknown
| 0no
|
31 |
management
|
married
|
tertiary
|
yes
| -253 |
no
|
no
|
cellular
| 12 |
aug
| 220 | 4 | -1 | 0 |
unknown
| 0no
|
42 |
management
|
married
|
tertiary
|
no
| 372 |
yes
|
no
|
cellular
| 3 |
aug
| 654 | 2 | -1 | 0 |
unknown
| 1yes
|
45 |
technician
|
married
|
secondary
|
no
| 1,410 |
no
|
no
|
cellular
| 11 |
aug
| 71 | 2 | -1 | 0 |
unknown
| 0no
|
30 |
blue-collar
|
married
|
secondary
|
no
| 975 |
yes
|
no
|
cellular
| 13 |
may
| 256 | 2 | 351 | 2 |
failure
| 0no
|
49 |
blue-collar
|
married
|
primary
|
no
| 305 |
yes
|
yes
|
telephone
| 10 |
jul
| 834 | 10 | -1 | 0 |
unknown
| 0no
|
49 |
services
|
married
|
secondary
|
no
| 400 |
no
|
no
|
cellular
| 21 |
aug
| 151 | 3 | -1 | 0 |
unknown
| 0no
|
53 |
retired
|
married
|
tertiary
|
no
| -22 |
yes
|
no
|
cellular
| 31 |
jul
| 20 | 3 | -1 | 0 |
unknown
| 0no
|
37 |
technician
|
married
|
secondary
|
no
| 4,030 |
yes
|
no
|
unknown
| 26 |
may
| 178 | 5 | -1 | 0 |
unknown
| 0no
|
49 |
blue-collar
|
married
|
primary
|
no
| 365 |
no
|
no
|
unknown
| 26 |
may
| 59 | 2 | -1 | 0 |
unknown
| 0no
|
41 |
self-employed
|
married
|
primary
|
no
| 204 |
no
|
no
|
cellular
| 13 |
aug
| 111 | 7 | -1 | 0 |
unknown
| 0no
|
54 |
management
|
married
|
primary
|
no
| 1,691 |
yes
|
no
|
cellular
| 20 |
nov
| 186 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
services
|
single
|
secondary
|
no
| 406 |
yes
|
no
|
unknown
| 6 |
may
| 227 | 1 | -1 | 0 |
unknown
| 0no
|
33 |
technician
|
married
|
secondary
|
no
| -204 |
no
|
no
|
cellular
| 15 |
may
| 297 | 3 | -1 | 0 |
unknown
| 0no
|
33 |
technician
|
married
|
secondary
|
no
| 359 |
yes
|
no
|
cellular
| 20 |
apr
| 210 | 1 | 242 | 1 |
other
| 0no
|
36 |
blue-collar
|
married
|
primary
|
no
| 123 |
yes
|
no
|
cellular
| 18 |
may
| 9 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
technician
|
married
|
tertiary
|
no
| 0 |
yes
|
yes
|
cellular
| 23 |
sep
| 112 | 1 | 62 | 6 |
other
| 0no
|
52 |
unknown
|
married
|
secondary
|
no
| 142 |
no
|
no
|
cellular
| 25 |
aug
| 112 | 6 | -1 | 0 |
unknown
| 0no
|
40 |
entrepreneur
|
married
|
tertiary
|
no
| 3,571 |
no
|
no
|
unknown
| 9 |
jun
| 222 | 3 | -1 | 0 |
unknown
| 0no
|
44 |
technician
|
single
|
secondary
|
no
| 33 |
yes
|
no
|
cellular
| 13 |
may
| 195 | 3 | 351 | 10 |
failure
| 0no
|
45 |
blue-collar
|
single
|
secondary
|
no
| 0 |
yes
|
no
|
cellular
| 26 |
jul
| 768 | 2 | 91 | 5 |
success
| 0no
|
30 |
student
|
single
|
secondary
|
no
| 3,096 |
no
|
no
|
cellular
| 26 |
jan
| 123 | 1 | -1 | 0 |
unknown
| 0no
|
48 |
technician
|
divorced
|
secondary
|
yes
| 20 |
no
|
no
|
cellular
| 27 |
aug
| 145 | 3 | -1 | 0 |
unknown
| 0no
|
33 |
blue-collar
|
married
|
secondary
|
no
| 3,576 |
yes
|
no
|
cellular
| 2 |
apr
| 124 | 1 | 308 | 2 |
other
| 0no
|
57 |
technician
|
married
|
unknown
|
no
| 206 |
yes
|
no
|
unknown
| 5 |
may
| 216 | 3 | -1 | 0 |
unknown
| 0no
|
57 |
housemaid
|
married
|
primary
|
no
| 7,082 |
no
|
no
|
unknown
| 6 |
jun
| 69 | 3 | -1 | 0 |
unknown
| 0no
|
51 |
unemployed
|
married
|
tertiary
|
no
| 1,634 |
yes
|
no
|
cellular
| 22 |
jul
| 168 | 4 | -1 | 0 |
unknown
| 0no
|
34 |
admin.
|
single
|
secondary
|
no
| 1 |
yes
|
no
|
cellular
| 22 |
jul
| 483 | 7 | -1 | 0 |
unknown
| 0no
|
50 |
self-employed
|
married
|
tertiary
|
no
| 4,012 |
no
|
no
|
cellular
| 19 |
nov
| 690 | 3 | -1 | 0 |
unknown
| 0no
|
44 |
management
|
married
|
tertiary
|
no
| 3,762 |
no
|
no
|
cellular
| 28 |
aug
| 125 | 12 | -1 | 0 |
unknown
| 0no
|
27 |
admin.
|
married
|
secondary
|
no
| -247 |
yes
|
yes
|
unknown
| 4 |
jun
| 344 | 2 | -1 | 0 |
unknown
| 0no
|
50 |
blue-collar
|
married
|
secondary
|
no
| 606 |
yes
|
no
|
unknown
| 14 |
may
| 673 | 2 | -1 | 0 |
unknown
| 0no
|
36 |
management
|
married
|
tertiary
|
no
| 0 |
yes
|
no
|
cellular
| 28 |
jan
| 60 | 1 | 250 | 1 |
other
| 0no
|
42 |
management
|
married
|
secondary
|
no
| -189 |
yes
|
no
|
unknown
| 12 |
may
| 247 | 2 | -1 | 0 |
unknown
| 0no
|
32 |
unemployed
|
single
|
secondary
|
no
| 0 |
no
|
no
|
cellular
| 27 |
may
| 123 | 2 | -1 | 0 |
unknown
| 0no
|
42 |
management
|
married
|
tertiary
|
no
| 484 |
yes
|
no
|
cellular
| 11 |
jul
| 144 | 2 | -1 | 0 |
unknown
| 0no
|
43 |
technician
|
married
|
secondary
|
no
| 0 |
no
|
yes
|
cellular
| 8 |
may
| 9 | 2 | 172 | 5 |
failure
| 0no
|
31 |
management
|
married
|
tertiary
|
no
| 395 |
yes
|
no
|
cellular
| 9 |
feb
| 155 | 3 | -1 | 0 |
unknown
| 0no
|
32 |
management
|
married
|
tertiary
|
no
| 2,349 |
no
|
no
|
cellular
| 14 |
aug
| 134 | 5 | -1 | 0 |
unknown
| 0no
|
55 |
blue-collar
|
divorced
|
primary
|
no
| 410 |
no
|
yes
|
cellular
| 11 |
jul
| 221 | 2 | -1 | 0 |
unknown
| 0no
|
58 |
retired
|
married
|
primary
|
no
| 3,401 |
yes
|
no
|
cellular
| 3 |
feb
| 84 | 3 | 265 | 2 |
failure
| 0no
|
46 |
blue-collar
|
married
|
primary
|
no
| 222 |
no
|
no
|
cellular
| 8 |
aug
| 71 | 2 | -1 | 0 |
unknown
| 0no
|
55 |
blue-collar
|
married
|
secondary
|
no
| 989 |
yes
|
yes
|
unknown
| 23 |
may
| 246 | 4 | -1 | 0 |
unknown
| 0no
|
34 |
management
|
married
|
tertiary
|
no
| 415 |
no
|
yes
|
cellular
| 23 |
jul
| 361 | 2 | -1 | 0 |
unknown
| 0no
|
28 |
unemployed
|
single
|
secondary
|
no
| 16 |
no
|
no
|
cellular
| 12 |
aug
| 119 | 4 | -1 | 0 |
unknown
| 0no
|
42 |
technician
|
divorced
|
tertiary
|
no
| 7,190 |
yes
|
no
|
cellular
| 29 |
jul
| 375 | 2 | -1 | 0 |
unknown
| 0no
|
29 |
blue-collar
|
single
|
secondary
|
no
| 482 |
no
|
yes
|
cellular
| 10 |
jul
| 1,097 | 3 | -1 | 0 |
unknown
| 1yes
|
54 |
housemaid
|
married
|
secondary
|
no
| 209 |
yes
|
yes
|
cellular
| 25 |
jul
| 97 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
technician
|
single
|
secondary
|
no
| 0 |
no
|
no
|
cellular
| 26 |
aug
| 181 | 2 | -1 | 0 |
unknown
| 0no
|
39 |
technician
|
single
|
tertiary
|
no
| 5,803 |
no
|
no
|
cellular
| 2 |
feb
| 83 | 3 | -1 | 0 |
unknown
| 0no
|
53 |
entrepreneur
|
married
|
tertiary
|
no
| 624 |
no
|
yes
|
cellular
| 21 |
jul
| 180 | 4 | -1 | 0 |
unknown
| 0no
|
58 |
technician
|
married
|
tertiary
|
no
| 883 |
no
|
no
|
cellular
| 18 |
aug
| 543 | 1 | 78 | 2 |
failure
| 0no
|
40 |
self-employed
|
married
|
secondary
|
no
| 1,516 |
yes
|
yes
|
unknown
| 23 |
may
| 373 | 1 | -1 | 0 |
unknown
| 0no
|
29 |
student
|
single
|
secondary
|
no
| 872 |
yes
|
no
|
unknown
| 7 |
may
| 230 | 1 | -1 | 0 |
unknown
| 0no
|
33 |
technician
|
married
|
tertiary
|
no
| -988 |
yes
|
yes
|
cellular
| 15 |
jul
| 83 | 3 | -1 | 0 |
unknown
| 0no
|
38 |
admin.
|
single
|
secondary
|
no
| 902 |
yes
|
no
|
telephone
| 31 |
jul
| 58 | 13 | -1 | 0 |
unknown
| 0no
|
56 |
services
|
divorced
|
secondary
|
no
| 1,007 |
no
|
no
|
cellular
| 29 |
jul
| 88 | 6 | -1 | 0 |
unknown
| 0no
|
40 |
services
|
married
|
secondary
|
no
| 0 |
yes
|
no
|
cellular
| 2 |
jun
| 297 | 1 | 28 | 3 |
failure
| 0no
|
24 |
blue-collar
|
single
|
secondary
|
no
| 174 |
yes
|
yes
|
cellular
| 18 |
may
| 487 | 1 | -1 | 0 |
unknown
| 1yes
|
46 |
management
|
married
|
secondary
|
no
| 12,186 |
no
|
no
|
unknown
| 20 |
jun
| 29 | 3 | -1 | 0 |
unknown
| 0no
|
35 |
self-employed
|
married
|
secondary
|
no
| 524 |
yes
|
no
|
cellular
| 21 |
nov
| 484 | 4 | -1 | 0 |
unknown
| 0no
|
35 |
blue-collar
|
single
|
tertiary
|
no
| 0 |
yes
|
no
|
cellular
| 21 |
jul
| 262 | 4 | -1 | 0 |
unknown
| 0no
|
34 |
technician
|
married
|
secondary
|
no
| 4 |
yes
|
no
|
unknown
| 15 |
may
| 644 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
housemaid
|
married
|
tertiary
|
no
| 11,219 |
no
|
no
|
cellular
| 12 |
aug
| 699 | 2 | 79 | 1 |
failure
| 0no
|
38 |
technician
|
single
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 28 |
aug
| 247 | 2 | -1 | 0 |
unknown
| 0no
|
50 |
blue-collar
|
married
|
primary
|
no
| 5,776 |
no
|
no
|
cellular
| 18 |
nov
| 49 | 3 | -1 | 0 |
unknown
| 0no
|
51 |
blue-collar
|
divorced
|
primary
|
no
| 37 |
yes
|
no
|
cellular
| 13 |
may
| 341 | 1 | -1 | 0 |
unknown
| 0no
|
59 |
self-employed
|
married
|
tertiary
|
no
| 593 |
no
|
no
|
unknown
| 13 |
may
| 64 | 2 | -1 | 0 |
unknown
| 0no
|
32 |
blue-collar
|
married
|
secondary
|
no
| 1,148 |
yes
|
no
|
cellular
| 20 |
apr
| 121 | 1 | -1 | 0 |
unknown
| 0no
|
37 |
blue-collar
|
single
|
secondary
|
no
| 3,561 |
yes
|
no
|
unknown
| 2 |
jun
| 98 | 1 | -1 | 0 |
unknown
| 0no
|
42 |
admin.
|
divorced
|
secondary
|
no
| 63 |
no
|
no
|
unknown
| 16 |
may
| 88 | 6 | -1 | 0 |
unknown
| 0no
|
40 |
student
|
married
|
secondary
|
no
| 260 |
no
|
no
|
unknown
| 20 |
jun
| 197 | 6 | -1 | 0 |
unknown
| 0no
|
28 |
technician
|
single
|
tertiary
|
no
| 2,269 |
yes
|
no
|
unknown
| 9 |
may
| 331 | 1 | -1 | 0 |
unknown
| 0no
|
47 |
admin.
|
married
|
secondary
|
no
| 1,060 |
yes
|
no
|
unknown
| 6 |
jun
| 83 | 3 | -1 | 0 |
unknown
| 0no
|
27 |
self-employed
|
married
|
secondary
|
no
| -220 |
yes
|
no
|
unknown
| 26 |
may
| 138 | 2 | -1 | 0 |
unknown
| 0no
|
41 |
management
|
married
|
tertiary
|
no
| 49 |
yes
|
no
|
cellular
| 17 |
jul
| 312 | 5 | -1 | 0 |
unknown
| 0no
|
34 |
admin.
|
married
|
tertiary
|
no
| 69 |
no
|
yes
|
cellular
| 4 |
aug
| 120 | 3 | 1 | 6 |
success
| 1yes
|
50 |
blue-collar
|
married
|
primary
|
no
| 4,108 |
yes
|
no
|
cellular
| 7 |
aug
| 526 | 2 | -1 | 0 |
unknown
| 1yes
|
47 |
blue-collar
|
married
|
secondary
|
no
| 480 |
yes
|
no
|
unknown
| 28 |
may
| 211 | 2 | -1 | 0 |
unknown
| 0no
|
53 |
services
|
married
|
secondary
|
no
| 4,994 |
no
|
no
|
cellular
| 18 |
aug
| 62 | 6 | -1 | 0 |
unknown
| 0no
|
53 |
technician
|
divorced
|
secondary
|
no
| 0 |
yes
|
yes
|
cellular
| 15 |
jul
| 135 | 5 | -1 | 0 |
unknown
| 0no
|
47 |
management
|
married
|
tertiary
|
no
| 3,681 |
no
|
no
|
cellular
| 14 |
aug
| 101 | 2 | -1 | 0 |
unknown
| 0no
|
49 |
entrepreneur
|
divorced
|
unknown
|
yes
| -701 |
yes
|
no
|
cellular
| 30 |
jul
| 988 | 2 | -1 | 0 |
unknown
| 1yes
|
29 |
management
|
married
|
tertiary
|
no
| 451 |
no
|
no
|
cellular
| 28 |
jan
| 451 | 1 | -1 | 0 |
unknown
| 0no
|
45 |
blue-collar
|
divorced
|
primary
|
no
| -311 |
yes
|
no
|
unknown
| 23 |
may
| 1,030 | 1 | -1 | 0 |
unknown
| 1yes
|
38 |
entrepreneur
|
married
|
secondary
|
no
| 593 |
yes
|
yes
|
cellular
| 24 |
jul
| 1,484 | 24 | -1 | 0 |
unknown
| 1yes
|
32 |
blue-collar
|
married
|
secondary
|
no
| 759 |
yes
|
no
|
cellular
| 9 |
apr
| 317 | 5 | -1 | 0 |
unknown
| 1yes
|
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