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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
36 |
blue-collar
|
married
|
secondary
|
no
| 0 |
yes
|
no
|
unknown
| 6 |
may
| 337 | 1 | -1 | 0 |
unknown
| 0no
|
38 |
management
|
single
|
tertiary
|
no
| 493 |
yes
|
no
|
cellular
| 11 |
may
| 553 | 1 | 367 | 7 |
failure
| 0no
|
49 |
technician
|
married
|
secondary
|
no
| 5,996 |
no
|
no
|
telephone
| 21 |
nov
| 345 | 2 | -1 | 0 |
unknown
| 0no
|
57 |
services
|
single
|
primary
|
no
| 3,777 |
yes
|
no
|
telephone
| 13 |
may
| 65 | 2 | -1 | 0 |
unknown
| 0no
|
34 |
management
|
single
|
secondary
|
no
| 524 |
no
|
no
|
unknown
| 13 |
aug
| 9 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
management
|
single
|
tertiary
|
no
| 574 |
yes
|
no
|
cellular
| 14 |
apr
| 259 | 2 | 145 | 3 |
failure
| 0no
|
37 |
blue-collar
|
married
|
secondary
|
no
| 427 |
yes
|
yes
|
unknown
| 9 |
jun
| 371 | 3 | -1 | 0 |
unknown
| 0no
|
33 |
self-employed
|
married
|
tertiary
|
no
| 483 |
yes
|
no
|
cellular
| 3 |
feb
| 280 | 2 | -1 | 0 |
unknown
| 0no
|
56 |
unemployed
|
married
|
primary
|
no
| 3,391 |
no
|
no
|
cellular
| 21 |
apr
| 243 | 1 | -1 | 0 |
unknown
| 1yes
|
27 |
housemaid
|
married
|
primary
|
no
| 0 |
yes
|
no
|
cellular
| 23 |
jul
| 435 | 3 | -1 | 0 |
unknown
| 0no
|
21 |
student
|
single
|
secondary
|
no
| 2,488 |
no
|
no
|
cellular
| 30 |
jun
| 258 | 6 | 169 | 3 |
success
| 1yes
|
58 |
management
|
married
|
tertiary
|
no
| 1,517 |
yes
|
no
|
telephone
| 29 |
jul
| 7 | 5 | -1 | 0 |
unknown
| 0no
|
32 |
self-employed
|
married
|
secondary
|
no
| 217 |
yes
|
yes
|
cellular
| 15 |
jul
| 317 | 5 | -1 | 0 |
unknown
| 0no
|
33 |
blue-collar
|
single
|
secondary
|
no
| 22 |
no
|
no
|
cellular
| 30 |
jan
| 76 | 2 | 207 | 1 |
failure
| 0no
|
25 |
student
|
single
|
secondary
|
no
| 331 |
no
|
no
|
telephone
| 26 |
aug
| 170 | 4 | -1 | 0 |
unknown
| 1yes
|
25 |
technician
|
single
|
secondary
|
no
| 505 |
no
|
yes
|
cellular
| 17 |
nov
| 386 | 2 | -1 | 0 |
unknown
| 1yes
|
30 |
services
|
married
|
secondary
|
no
| 1,808 |
yes
|
no
|
cellular
| 18 |
may
| 83 | 2 | -1 | 0 |
unknown
| 0no
|
22 |
admin.
|
single
|
secondary
|
no
| 4,111 |
no
|
yes
|
cellular
| 19 |
aug
| 65 | 1 | -1 | 0 |
unknown
| 0no
|
39 |
blue-collar
|
married
|
primary
|
no
| 52 |
no
|
no
|
cellular
| 13 |
aug
| 69 | 1 | -1 | 0 |
unknown
| 0no
|
46 |
management
|
divorced
|
tertiary
|
no
| 25 |
no
|
no
|
unknown
| 17 |
jun
| 564 | 2 | -1 | 0 |
unknown
| 0no
|
31 |
admin.
|
divorced
|
secondary
|
no
| 1,890 |
yes
|
no
|
cellular
| 21 |
jul
| 588 | 1 | -1 | 0 |
unknown
| 0no
|
45 |
blue-collar
|
married
|
primary
|
no
| 419 |
no
|
no
|
cellular
| 18 |
aug
| 113 | 4 | -1 | 0 |
unknown
| 0no
|
32 |
technician
|
married
|
secondary
|
no
| 2,693 |
yes
|
no
|
unknown
| 21 |
may
| 16 | 1 | -1 | 0 |
unknown
| 0no
|
36 |
blue-collar
|
married
|
secondary
|
no
| -231 |
no
|
yes
|
cellular
| 15 |
jul
| 779 | 2 | -1 | 0 |
unknown
| 0no
|
51 |
management
|
single
|
tertiary
|
yes
| -55 |
yes
|
no
|
cellular
| 11 |
may
| 281 | 2 | 266 | 6 |
failure
| 0no
|
34 |
self-employed
|
single
|
tertiary
|
no
| 462 |
no
|
no
|
cellular
| 21 |
aug
| 1,877 | 3 | -1 | 0 |
unknown
| 1yes
|
24 |
unemployed
|
single
|
secondary
|
no
| 119 |
no
|
no
|
unknown
| 15 |
sep
| 51 | 1 | -1 | 0 |
unknown
| 0no
|
45 |
technician
|
single
|
secondary
|
no
| 586 |
no
|
yes
|
cellular
| 28 |
jul
| 32 | 3 | -1 | 0 |
unknown
| 0no
|
32 |
blue-collar
|
single
|
secondary
|
no
| 228 |
no
|
no
|
telephone
| 5 |
feb
| 176 | 1 | 288 | 3 |
failure
| 0no
|
77 |
retired
|
divorced
|
tertiary
|
no
| 4,659 |
no
|
no
|
cellular
| 14 |
apr
| 161 | 1 | -1 | 0 |
unknown
| 1yes
|
41 |
blue-collar
|
married
|
primary
|
no
| 168 |
yes
|
no
|
cellular
| 18 |
nov
| 187 | 3 | -1 | 0 |
unknown
| 0no
|
37 |
blue-collar
|
married
|
primary
|
no
| 0 |
yes
|
no
|
unknown
| 26 |
may
| 24 | 1 | -1 | 0 |
unknown
| 0no
|
43 |
blue-collar
|
married
|
unknown
|
yes
| -715 |
yes
|
no
|
unknown
| 30 |
may
| 67 | 3 | -1 | 0 |
unknown
| 0no
|
48 |
admin.
|
married
|
unknown
|
no
| 0 |
yes
|
no
|
cellular
| 8 |
may
| 85 | 1 | 168 | 2 |
failure
| 0no
|
27 |
technician
|
single
|
secondary
|
no
| 769 |
yes
|
no
|
unknown
| 9 |
may
| 317 | 2 | -1 | 0 |
unknown
| 0no
|
33 |
management
|
single
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 28 |
aug
| 236 | 10 | -1 | 0 |
unknown
| 0no
|
29 |
admin.
|
single
|
secondary
|
no
| 428 |
yes
|
yes
|
cellular
| 7 |
may
| 54 | 1 | 345 | 2 |
failure
| 0no
|
34 |
management
|
single
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 5 |
feb
| 71 | 1 | -1 | 0 |
unknown
| 0no
|
52 |
management
|
married
|
tertiary
|
no
| -970 |
yes
|
no
|
cellular
| 4 |
feb
| 489 | 1 | -1 | 0 |
unknown
| 1yes
|
60 |
management
|
married
|
unknown
|
no
| 6,313 |
no
|
no
|
unknown
| 19 |
jun
| 39 | 2 | -1 | 0 |
unknown
| 0no
|
32 |
management
|
divorced
|
tertiary
|
no
| 948 |
no
|
no
|
cellular
| 12 |
aug
| 204 | 2 | -1 | 0 |
unknown
| 0no
|
32 |
management
|
single
|
tertiary
|
no
| 0 |
yes
|
no
|
cellular
| 22 |
jul
| 455 | 2 | -1 | 0 |
unknown
| 0no
|
56 |
services
|
divorced
|
unknown
|
no
| 1,877 |
yes
|
no
|
unknown
| 30 |
may
| 86 | 1 | -1 | 0 |
unknown
| 0no
|
31 |
management
|
single
|
tertiary
|
no
| 874 |
yes
|
no
|
cellular
| 18 |
nov
| 190 | 2 | -1 | 0 |
unknown
| 0no
|
42 |
admin.
|
married
|
secondary
|
no
| 323 |
yes
|
yes
|
unknown
| 8 |
may
| 280 | 2 | -1 | 0 |
unknown
| 0no
|
35 |
management
|
married
|
tertiary
|
no
| 106 |
no
|
yes
|
cellular
| 11 |
aug
| 588 | 2 | -1 | 0 |
unknown
| 0no
|
56 |
retired
|
married
|
primary
|
no
| 1,906 |
no
|
yes
|
unknown
| 19 |
jun
| 45 | 9 | -1 | 0 |
unknown
| 0no
|
48 |
technician
|
married
|
secondary
|
no
| 1,152 |
yes
|
no
|
cellular
| 21 |
jul
| 168 | 5 | -1 | 0 |
unknown
| 0no
|
46 |
admin.
|
married
|
secondary
|
no
| 179 |
yes
|
no
|
cellular
| 29 |
jan
| 194 | 4 | 436 | 1 |
other
| 0no
|
37 |
technician
|
single
|
unknown
|
no
| 391 |
yes
|
no
|
unknown
| 8 |
may
| 103 | 3 | -1 | 0 |
unknown
| 0no
|
41 |
entrepreneur
|
married
|
unknown
|
no
| 89 |
yes
|
no
|
unknown
| 6 |
may
| 333 | 2 | -1 | 0 |
unknown
| 0no
|
36 |
management
|
single
|
tertiary
|
no
| 442 |
yes
|
yes
|
cellular
| 29 |
jul
| 102 | 3 | -1 | 0 |
unknown
| 0no
|
45 |
unemployed
|
divorced
|
primary
|
yes
| -249 |
yes
|
yes
|
unknown
| 1 |
jul
| 92 | 1 | -1 | 0 |
unknown
| 0no
|
55 |
entrepreneur
|
married
|
secondary
|
no
| 8,104 |
no
|
no
|
cellular
| 6 |
feb
| 213 | 2 | -1 | 0 |
unknown
| 0no
|
39 |
technician
|
married
|
secondary
|
no
| 501 |
no
|
no
|
unknown
| 26 |
may
| 289 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
technician
|
divorced
|
secondary
|
no
| 308 |
no
|
no
|
cellular
| 22 |
aug
| 77 | 2 | -1 | 0 |
unknown
| 0no
|
55 |
admin.
|
married
|
secondary
|
no
| 602 |
no
|
no
|
cellular
| 1 |
jun
| 324 | 3 | 90 | 2 |
success
| 1yes
|
55 |
technician
|
married
|
secondary
|
no
| 273 |
yes
|
no
|
cellular
| 29 |
jan
| 84 | 3 | 183 | 3 |
failure
| 0no
|
27 |
self-employed
|
single
|
secondary
|
no
| 50 |
no
|
no
|
cellular
| 29 |
jan
| 168 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
technician
|
married
|
secondary
|
no
| 1,641 |
yes
|
no
|
cellular
| 17 |
apr
| 380 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
blue-collar
|
married
|
tertiary
|
no
| 20 |
no
|
no
|
unknown
| 4 |
oct
| 10 | 1 | -1 | 0 |
unknown
| 0no
|
25 |
admin.
|
single
|
secondary
|
no
| 4,590 |
yes
|
no
|
unknown
| 28 |
may
| 199 | 2 | -1 | 0 |
unknown
| 0no
|
41 |
admin.
|
single
|
secondary
|
no
| -256 |
no
|
yes
|
unknown
| 9 |
may
| 35 | 3 | -1 | 0 |
unknown
| 0no
|
43 |
services
|
married
|
secondary
|
no
| 978 |
yes
|
yes
|
unknown
| 26 |
may
| 82 | 2 | -1 | 0 |
unknown
| 0no
|
28 |
management
|
single
|
tertiary
|
no
| 80 |
no
|
no
|
cellular
| 20 |
oct
| 676 | 2 | 146 | 2 |
failure
| 1yes
|
31 |
admin.
|
single
|
secondary
|
no
| 2,104 |
yes
|
no
|
unknown
| 3 |
jun
| 455 | 1 | -1 | 0 |
unknown
| 0no
|
78 |
housemaid
|
married
|
secondary
|
no
| 499 |
no
|
no
|
telephone
| 16 |
mar
| 80 | 4 | -1 | 0 |
unknown
| 0no
|
45 |
blue-collar
|
divorced
|
secondary
|
no
| 1,269 |
yes
|
no
|
cellular
| 29 |
jan
| 549 | 2 | -1 | 0 |
unknown
| 0no
|
48 |
technician
|
married
|
tertiary
|
no
| 310 |
no
|
no
|
unknown
| 6 |
may
| 135 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
blue-collar
|
single
|
secondary
|
no
| 1,143 |
yes
|
yes
|
cellular
| 10 |
jul
| 412 | 1 | -1 | 0 |
unknown
| 0no
|
42 |
technician
|
married
|
secondary
|
no
| 2,980 |
no
|
no
|
unknown
| 20 |
jun
| 101 | 3 | -1 | 0 |
unknown
| 0no
|
37 |
management
|
single
|
tertiary
|
no
| 37 |
no
|
no
|
cellular
| 28 |
jan
| 253 | 2 | -1 | 0 |
unknown
| 0no
|
40 |
admin.
|
single
|
secondary
|
no
| 462 |
yes
|
yes
|
cellular
| 6 |
apr
| 272 | 1 | 335 | 4 |
other
| 0no
|
32 |
admin.
|
married
|
secondary
|
no
| 1,031 |
yes
|
no
|
cellular
| 17 |
jul
| 84 | 1 | -1 | 0 |
unknown
| 0no
|
42 |
management
|
married
|
tertiary
|
no
| 9,009 |
no
|
no
|
cellular
| 20 |
nov
| 135 | 2 | -1 | 0 |
unknown
| 0no
|
43 |
admin.
|
married
|
secondary
|
no
| -465 |
yes
|
yes
|
cellular
| 23 |
jul
| 166 | 1 | -1 | 0 |
unknown
| 0no
|
44 |
admin.
|
married
|
secondary
|
no
| 5,181 |
yes
|
yes
|
cellular
| 31 |
jul
| 18 | 7 | -1 | 0 |
unknown
| 0no
|
37 |
admin.
|
married
|
secondary
|
no
| 176 |
yes
|
no
|
cellular
| 5 |
may
| 147 | 2 | 347 | 1 |
failure
| 0no
|
37 |
unknown
|
married
|
unknown
|
no
| 1,699 |
no
|
no
|
unknown
| 9 |
jun
| 63 | 1 | -1 | 0 |
unknown
| 0no
|
37 |
admin.
|
married
|
tertiary
|
no
| 0 |
yes
|
no
|
cellular
| 17 |
nov
| 65 | 2 | 119 | 1 |
failure
| 0no
|
28 |
technician
|
single
|
tertiary
|
no
| 172 |
yes
|
yes
|
cellular
| 2 |
feb
| 194 | 2 | -1 | 0 |
unknown
| 0no
|
32 |
services
|
single
|
secondary
|
no
| 0 |
no
|
yes
|
cellular
| 11 |
jul
| 333 | 2 | -1 | 0 |
unknown
| 0no
|
34 |
admin.
|
single
|
secondary
|
no
| 6,979 |
yes
|
no
|
cellular
| 15 |
may
| 14 | 5 | -1 | 0 |
unknown
| 0no
|
40 |
admin.
|
divorced
|
secondary
|
no
| 6 |
no
|
no
|
unknown
| 11 |
jun
| 140 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
services
|
married
|
secondary
|
no
| -62 |
yes
|
no
|
unknown
| 16 |
jun
| 109 | 3 | -1 | 0 |
unknown
| 0no
|
34 |
self-employed
|
married
|
tertiary
|
no
| 1,972 |
yes
|
no
|
cellular
| 23 |
jul
| 61 | 2 | -1 | 0 |
unknown
| 0no
|
34 |
admin.
|
married
|
tertiary
|
no
| 899 |
yes
|
no
|
telephone
| 19 |
nov
| 377 | 3 | 7 | 4 |
success
| 0no
|
37 |
services
|
single
|
secondary
|
no
| 21 |
yes
|
no
|
cellular
| 2 |
feb
| 96 | 1 | 271 | 2 |
other
| 0no
|
36 |
technician
|
married
|
secondary
|
no
| 23 |
yes
|
no
|
cellular
| 8 |
may
| 152 | 2 | 347 | 1 |
failure
| 0no
|
56 |
retired
|
married
|
secondary
|
no
| -1,206 |
yes
|
no
|
cellular
| 15 |
jun
| 382 | 2 | -1 | 0 |
unknown
| 1yes
|
49 |
blue-collar
|
married
|
primary
|
no
| 0 |
yes
|
yes
|
telephone
| 23 |
jul
| 97 | 6 | -1 | 0 |
unknown
| 0no
|
33 |
self-employed
|
married
|
secondary
|
no
| 215 |
yes
|
no
|
cellular
| 29 |
jul
| 543 | 12 | -1 | 0 |
unknown
| 0no
|
30 |
management
|
single
|
tertiary
|
no
| 1,372 |
no
|
no
|
cellular
| 20 |
nov
| 240 | 2 | -1 | 0 |
unknown
| 0no
|
36 |
services
|
married
|
secondary
|
no
| 1,981 |
no
|
no
|
unknown
| 17 |
jun
| 48 | 2 | -1 | 0 |
unknown
| 0no
|
23 |
student
|
single
|
secondary
|
no
| 9,216 |
no
|
no
|
cellular
| 5 |
jun
| 471 | 2 | -1 | 0 |
unknown
| 0no
|
57 |
retired
|
divorced
|
secondary
|
no
| 39 |
yes
|
no
|
cellular
| 30 |
jul
| 354 | 3 | -1 | 0 |
unknown
| 0no
|
27 |
blue-collar
|
single
|
secondary
|
no
| 5,563 |
yes
|
no
|
unknown
| 30 |
may
| 435 | 2 | -1 | 0 |
unknown
| 0no
|
38 |
services
|
married
|
secondary
|
no
| 1 |
no
|
yes
|
cellular
| 21 |
nov
| 152 | 2 | -1 | 0 |
unknown
| 0no
|
42 |
technician
|
married
|
tertiary
|
no
| 782 |
no
|
no
|
cellular
| 3 |
apr
| 285 | 1 | -1 | 0 |
unknown
| 0no
|
75 |
retired
|
married
|
secondary
|
no
| 3,771 |
no
|
no
|
telephone
| 15 |
apr
| 185 | 1 | 181 | 2 |
success
| 1yes
|
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