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 |
management
|
married
|
tertiary
|
no
| 436 |
yes
|
no
|
cellular
| 17 |
apr
| 28 | 1 | 345 | 1 |
failure
| 0no
|
48 |
blue-collar
|
married
|
primary
|
no
| 559 |
yes
|
no
|
unknown
| 15 |
may
| 1,231 | 2 | -1 | 0 |
unknown
| 0no
|
31 |
management
|
married
|
tertiary
|
no
| 1,170 |
no
|
no
|
cellular
| 20 |
aug
| 200 | 4 | -1 | 0 |
unknown
| 0no
|
46 |
management
|
divorced
|
tertiary
|
no
| 25 |
no
|
no
|
unknown
| 26 |
may
| 103 | 2 | -1 | 0 |
unknown
| 0no
|
40 |
services
|
married
|
secondary
|
no
| 1,325 |
no
|
no
|
unknown
| 11 |
jun
| 150 | 2 | -1 | 0 |
unknown
| 0no
|
39 |
entrepreneur
|
married
|
secondary
|
no
| 0 |
no
|
no
|
cellular
| 21 |
nov
| 108 | 7 | -1 | 0 |
unknown
| 0no
|
33 |
technician
|
single
|
secondary
|
no
| 647 |
yes
|
yes
|
cellular
| 4 |
feb
| 124 | 1 | 273 | 1 |
other
| 0no
|
50 |
blue-collar
|
married
|
primary
|
no
| 2,142 |
yes
|
no
|
cellular
| 29 |
jan
| 309 | 2 | 224 | 1 |
other
| 0no
|
84 |
retired
|
divorced
|
primary
|
no
| 639 |
no
|
no
|
telephone
| 18 |
may
| 353 | 3 | -1 | 0 |
unknown
| 1yes
|
40 |
blue-collar
|
married
|
primary
|
no
| 177 |
yes
|
yes
|
telephone
| 21 |
jul
| 742 | 4 | -1 | 0 |
unknown
| 0no
|
55 |
management
|
married
|
tertiary
|
no
| 236 |
no
|
no
|
cellular
| 4 |
aug
| 200 | 1 | -1 | 0 |
unknown
| 0no
|
40 |
services
|
divorced
|
secondary
|
no
| 1,959 |
yes
|
no
|
unknown
| 30 |
may
| 177 | 1 | -1 | 0 |
unknown
| 0no
|
46 |
admin.
|
married
|
primary
|
no
| 96 |
no
|
no
|
telephone
| 4 |
feb
| 151 | 2 | -1 | 0 |
unknown
| 0no
|
43 |
self-employed
|
single
|
tertiary
|
no
| 0 |
no
|
no
|
unknown
| 19 |
jun
| 147 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
blue-collar
|
married
|
secondary
|
no
| 250 |
yes
|
no
|
unknown
| 29 |
may
| 193 | 6 | -1 | 0 |
unknown
| 0no
|
35 |
technician
|
single
|
secondary
|
no
| 126 |
no
|
no
|
cellular
| 22 |
aug
| 112 | 2 | -1 | 0 |
unknown
| 0no
|
57 |
retired
|
married
|
unknown
|
no
| 1,621 |
yes
|
no
|
unknown
| 19 |
jun
| 108 | 1 | -1 | 0 |
unknown
| 0no
|
25 |
student
|
single
|
secondary
|
no
| 8 |
no
|
no
|
cellular
| 22 |
apr
| 107 | 2 | -1 | 0 |
unknown
| 1yes
|
32 |
self-employed
|
married
|
tertiary
|
no
| 189 |
yes
|
no
|
unknown
| 6 |
jun
| 106 | 2 | -1 | 0 |
unknown
| 0no
|
52 |
retired
|
single
|
secondary
|
no
| 316 |
no
|
no
|
cellular
| 12 |
may
| 463 | 3 | -1 | 0 |
unknown
| 0no
|
31 |
self-employed
|
single
|
tertiary
|
yes
| -282 |
yes
|
no
|
cellular
| 20 |
nov
| 131 | 3 | -1 | 0 |
unknown
| 0no
|
34 |
management
|
married
|
tertiary
|
no
| -308 |
yes
|
no
|
cellular
| 30 |
apr
| 140 | 2 | -1 | 0 |
unknown
| 0no
|
42 |
technician
|
divorced
|
secondary
|
no
| 248 |
no
|
no
|
cellular
| 19 |
aug
| 163 | 4 | -1 | 0 |
unknown
| 0no
|
47 |
blue-collar
|
divorced
|
primary
|
no
| 126 |
yes
|
no
|
unknown
| 3 |
jun
| 2,456 | 2 | -1 | 0 |
unknown
| 1yes
|
50 |
self-employed
|
divorced
|
tertiary
|
no
| 13 |
yes
|
no
|
cellular
| 20 |
apr
| 76 | 1 | -1 | 0 |
unknown
| 1yes
|
30 |
technician
|
married
|
secondary
|
no
| -393 |
yes
|
yes
|
cellular
| 16 |
jul
| 435 | 1 | -1 | 0 |
unknown
| 1yes
|
33 |
services
|
single
|
secondary
|
no
| 358 |
yes
|
no
|
cellular
| 7 |
may
| 302 | 1 | 356 | 3 |
failure
| 0no
|
56 |
technician
|
single
|
tertiary
|
no
| 917 |
no
|
no
|
unknown
| 9 |
jun
| 306 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
admin.
|
divorced
|
secondary
|
no
| 1,268 |
yes
|
no
|
cellular
| 15 |
may
| 259 | 3 | -1 | 0 |
unknown
| 0no
|
33 |
technician
|
married
|
secondary
|
no
| -163 |
yes
|
yes
|
cellular
| 8 |
aug
| 502 | 2 | -1 | 0 |
unknown
| 0no
|
32 |
management
|
single
|
tertiary
|
no
| 473 |
yes
|
no
|
cellular
| 11 |
may
| 72 | 2 | 361 | 1 |
other
| 0no
|
34 |
management
|
married
|
tertiary
|
no
| 4,831 |
yes
|
no
|
cellular
| 4 |
feb
| 265 | 1 | -1 | 0 |
unknown
| 0no
|
37 |
technician
|
married
|
secondary
|
no
| 1,063 |
yes
|
no
|
cellular
| 31 |
jul
| 413 | 2 | -1 | 0 |
unknown
| 0no
|
30 |
management
|
married
|
secondary
|
no
| 0 |
yes
|
no
|
cellular
| 12 |
may
| 756 | 3 | -1 | 0 |
unknown
| 0no
|
29 |
blue-collar
|
married
|
secondary
|
no
| 424 |
yes
|
yes
|
unknown
| 14 |
may
| 241 | 2 | -1 | 0 |
unknown
| 0no
|
56 |
unemployed
|
divorced
|
primary
|
no
| 802 |
no
|
no
|
telephone
| 3 |
feb
| 258 | 2 | -1 | 0 |
unknown
| 0no
|
31 |
management
|
married
|
tertiary
|
no
| 430 |
yes
|
no
|
cellular
| 25 |
jul
| 137 | 16 | -1 | 0 |
unknown
| 0no
|
59 |
unknown
|
married
|
unknown
|
no
| 3,940 |
no
|
no
|
unknown
| 5 |
jun
| 48 | 2 | -1 | 0 |
unknown
| 0no
|
36 |
housemaid
|
married
|
secondary
|
no
| 2,880 |
no
|
no
|
unknown
| 12 |
jun
| 283 | 1 | -1 | 0 |
unknown
| 0no
|
51 |
blue-collar
|
divorced
|
secondary
|
no
| 1,069 |
yes
|
no
|
unknown
| 30 |
may
| 247 | 2 | -1 | 0 |
unknown
| 0no
|
54 |
self-employed
|
divorced
|
primary
|
no
| 4,382 |
yes
|
no
|
telephone
| 18 |
may
| 193 | 4 | -1 | 0 |
unknown
| 0no
|
37 |
management
|
married
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 11 |
mar
| 129 | 4 | 107 | 2 |
failure
| 0no
|
32 |
technician
|
married
|
tertiary
|
no
| 3,939 |
no
|
no
|
cellular
| 8 |
aug
| 209 | 2 | -1 | 0 |
unknown
| 0no
|
42 |
self-employed
|
married
|
tertiary
|
no
| 753 |
no
|
no
|
unknown
| 17 |
jun
| 31 | 1 | -1 | 0 |
unknown
| 0no
|
29 |
blue-collar
|
married
|
secondary
|
no
| 358 |
no
|
no
|
cellular
| 21 |
jul
| 88 | 5 | -1 | 0 |
unknown
| 0no
|
52 |
blue-collar
|
married
|
primary
|
no
| 1,141 |
yes
|
no
|
cellular
| 12 |
may
| 22 | 5 | -1 | 0 |
unknown
| 0no
|
40 |
technician
|
married
|
secondary
|
no
| 1,259 |
no
|
no
|
unknown
| 20 |
may
| 234 | 5 | -1 | 0 |
unknown
| 0no
|
30 |
services
|
married
|
secondary
|
no
| 227 |
no
|
yes
|
unknown
| 3 |
jun
| 23 | 1 | -1 | 0 |
unknown
| 0no
|
55 |
entrepreneur
|
divorced
|
secondary
|
no
| 538 |
yes
|
no
|
cellular
| 7 |
aug
| 353 | 2 | -1 | 0 |
unknown
| 1yes
|
49 |
management
|
married
|
tertiary
|
no
| 92 |
yes
|
no
|
unknown
| 6 |
may
| 221 | 2 | -1 | 0 |
unknown
| 0no
|
33 |
technician
|
married
|
tertiary
|
no
| 8,023 |
no
|
no
|
cellular
| 25 |
feb
| 196 | 1 | 87 | 4 |
failure
| 0no
|
32 |
services
|
single
|
secondary
|
no
| 2,478 |
no
|
yes
|
cellular
| 20 |
nov
| 395 | 1 | -1 | 0 |
unknown
| 0no
|
21 |
student
|
single
|
secondary
|
no
| 6,844 |
no
|
no
|
cellular
| 14 |
aug
| 126 | 3 | 127 | 7 |
other
| 0no
|
42 |
technician
|
married
|
secondary
|
no
| 440 |
yes
|
no
|
cellular
| 3 |
feb
| 13 | 5 | -1 | 0 |
unknown
| 0no
|
56 |
self-employed
|
married
|
secondary
|
no
| 800 |
no
|
yes
|
cellular
| 9 |
jul
| 170 | 1 | -1 | 0 |
unknown
| 0no
|
39 |
unknown
|
single
|
secondary
|
no
| 914 |
no
|
no
|
unknown
| 5 |
jun
| 20 | 1 | -1 | 0 |
unknown
| 0no
|
30 |
entrepreneur
|
single
|
secondary
|
no
| 638 |
no
|
no
|
cellular
| 14 |
jul
| 358 | 6 | -1 | 0 |
unknown
| 0no
|
55 |
retired
|
married
|
secondary
|
no
| 159 |
no
|
no
|
cellular
| 28 |
aug
| 159 | 1 | -1 | 0 |
unknown
| 0no
|
43 |
blue-collar
|
married
|
primary
|
no
| 483 |
yes
|
no
|
cellular
| 12 |
may
| 225 | 3 | -1 | 0 |
unknown
| 0no
|
53 |
unemployed
|
married
|
secondary
|
no
| 94 |
no
|
no
|
cellular
| 10 |
aug
| 493 | 1 | 181 | 14 |
success
| 1yes
|
57 |
retired
|
married
|
secondary
|
no
| 1,044 |
no
|
no
|
telephone
| 11 |
jan
| 585 | 1 | 192 | 2 |
success
| 1yes
|
39 |
self-employed
|
single
|
unknown
|
no
| 0 |
no
|
no
|
unknown
| 20 |
jun
| 13 | 11 | -1 | 0 |
unknown
| 0no
|
56 |
technician
|
divorced
|
tertiary
|
no
| 401 |
yes
|
no
|
telephone
| 20 |
nov
| 26 | 1 | -1 | 0 |
unknown
| 0no
|
29 |
services
|
single
|
unknown
|
no
| 33 |
no
|
no
|
unknown
| 1 |
jul
| 161 | 1 | -1 | 0 |
unknown
| 0no
|
38 |
blue-collar
|
married
|
primary
|
no
| 506 |
yes
|
yes
|
unknown
| 12 |
jun
| 122 | 1 | -1 | 0 |
unknown
| 0no
|
59 |
management
|
married
|
tertiary
|
no
| 1,881 |
no
|
no
|
cellular
| 19 |
nov
| 456 | 2 | -1 | 0 |
unknown
| 0no
|
42 |
technician
|
single
|
unknown
|
no
| 344 |
yes
|
no
|
unknown
| 3 |
jun
| 26 | 7 | -1 | 0 |
unknown
| 0no
|
46 |
blue-collar
|
married
|
primary
|
no
| 0 |
yes
|
no
|
unknown
| 12 |
may
| 51 | 9 | -1 | 0 |
unknown
| 0no
|
31 |
admin.
|
married
|
secondary
|
no
| 3 |
yes
|
no
|
cellular
| 28 |
jul
| 37 | 12 | -1 | 0 |
unknown
| 0no
|
35 |
services
|
divorced
|
secondary
|
no
| 221 |
yes
|
no
|
cellular
| 14 |
may
| 150 | 1 | 360 | 1 |
failure
| 0no
|
50 |
self-employed
|
married
|
secondary
|
no
| 36 |
no
|
no
|
cellular
| 13 |
aug
| 104 | 10 | -1 | 0 |
unknown
| 0no
|
42 |
blue-collar
|
married
|
primary
|
no
| 969 |
yes
|
no
|
cellular
| 13 |
may
| 721 | 1 | -1 | 0 |
unknown
| 0no
|
36 |
services
|
single
|
secondary
|
no
| 760 |
no
|
no
|
unknown
| 20 |
jun
| 9 | 13 | -1 | 0 |
unknown
| 0no
|
25 |
admin.
|
single
|
tertiary
|
no
| 220 |
no
|
no
|
cellular
| 26 |
may
| 68 | 1 | -1 | 0 |
unknown
| 0no
|
42 |
management
|
single
|
tertiary
|
no
| 10,907 |
no
|
no
|
cellular
| 4 |
may
| 74 | 3 | -1 | 0 |
unknown
| 0no
|
27 |
student
|
single
|
tertiary
|
no
| -148 |
yes
|
no
|
cellular
| 11 |
sep
| 146 | 3 | 224 | 1 |
other
| 0no
|
32 |
blue-collar
|
married
|
primary
|
no
| 415 |
yes
|
no
|
unknown
| 2 |
jun
| 777 | 4 | -1 | 0 |
unknown
| 1yes
|
57 |
management
|
married
|
tertiary
|
no
| 1,341 |
yes
|
no
|
unknown
| 8 |
may
| 339 | 2 | -1 | 0 |
unknown
| 0no
|
48 |
blue-collar
|
married
|
secondary
|
no
| 865 |
yes
|
no
|
cellular
| 13 |
may
| 78 | 2 | -1 | 0 |
unknown
| 0no
|
34 |
blue-collar
|
divorced
|
secondary
|
no
| -566 |
yes
|
no
|
unknown
| 26 |
may
| 248 | 2 | -1 | 0 |
unknown
| 0no
|
33 |
services
|
married
|
secondary
|
no
| 210 |
yes
|
yes
|
unknown
| 20 |
may
| 201 | 1 | -1 | 0 |
unknown
| 0no
|
26 |
technician
|
single
|
secondary
|
no
| 1,275 |
yes
|
no
|
unknown
| 20 |
jun
| 18 | 9 | -1 | 0 |
unknown
| 0no
|
50 |
blue-collar
|
married
|
secondary
|
no
| 579 |
no
|
no
|
cellular
| 26 |
aug
| 83 | 4 | -1 | 0 |
unknown
| 0no
|
60 |
technician
|
single
|
tertiary
|
no
| 2,934 |
no
|
no
|
cellular
| 8 |
aug
| 233 | 2 | -1 | 0 |
unknown
| 0no
|
47 |
management
|
married
|
tertiary
|
no
| 6,637 |
yes
|
no
|
cellular
| 17 |
apr
| 174 | 2 | -1 | 0 |
unknown
| 0no
|
31 |
management
|
married
|
tertiary
|
no
| 271 |
no
|
no
|
cellular
| 18 |
nov
| 89 | 1 | -1 | 0 |
unknown
| 0no
|
52 |
technician
|
married
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 9 |
aug
| 145 | 3 | 94 | 4 |
success
| 0no
|
36 |
services
|
married
|
secondary
|
no
| 472 |
yes
|
no
|
unknown
| 19 |
jun
| 1,017 | 1 | -1 | 0 |
unknown
| 0no
|
43 |
blue-collar
|
married
|
primary
|
no
| 487 |
yes
|
no
|
unknown
| 7 |
may
| 548 | 2 | -1 | 0 |
unknown
| 0no
|
30 |
technician
|
single
|
tertiary
|
no
| 699 |
yes
|
no
|
cellular
| 11 |
aug
| 213 | 4 | -1 | 0 |
unknown
| 0no
|
32 |
blue-collar
|
married
|
secondary
|
no
| 150 |
no
|
no
|
cellular
| 5 |
feb
| 210 | 1 | -1 | 0 |
unknown
| 0no
|
31 |
management
|
single
|
tertiary
|
no
| 1,130 |
yes
|
no
|
cellular
| 17 |
apr
| 224 | 3 | 74 | 4 |
failure
| 0no
|
29 |
management
|
single
|
secondary
|
no
| 584 |
yes
|
no
|
unknown
| 16 |
jun
| 541 | 19 | -1 | 0 |
unknown
| 0no
|
48 |
services
|
divorced
|
secondary
|
no
| 3,186 |
no
|
yes
|
cellular
| 9 |
apr
| 104 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
services
|
single
|
secondary
|
no
| 133 |
no
|
no
|
cellular
| 15 |
apr
| 171 | 1 | -1 | 0 |
unknown
| 1yes
|
30 |
housemaid
|
single
|
tertiary
|
no
| 868 |
no
|
no
|
cellular
| 7 |
aug
| 387 | 2 | -1 | 0 |
unknown
| 0no
|
48 |
blue-collar
|
married
|
secondary
|
no
| 480 |
yes
|
no
|
cellular
| 15 |
may
| 830 | 1 | 352 | 2 |
failure
| 1yes
|
51 |
blue-collar
|
married
|
unknown
|
no
| 1,883 |
yes
|
no
|
unknown
| 5 |
may
| 57 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
management
|
married
|
tertiary
|
no
| 606 |
no
|
no
|
cellular
| 20 |
apr
| 97 | 1 | -1 | 0 |
unknown
| 1yes
|
35 |
blue-collar
|
married
|
secondary
|
no
| 603 |
yes
|
no
|
cellular
| 17 |
apr
| 474 | 2 | -1 | 0 |
unknown
| 0no
|
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