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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
66 |
retired
|
married
|
primary
|
no
| 747 |
no
|
no
|
telephone
| 28 |
jan
| 203 | 3 | 93 | 1 |
failure
| 0no
|
44 |
blue-collar
|
married
|
primary
|
no
| 2,657 |
yes
|
no
|
unknown
| 20 |
jun
| 202 | 2 | -1 | 0 |
unknown
| 0no
|
61 |
retired
|
married
|
secondary
|
no
| 313 |
no
|
yes
|
unknown
| 3 |
jul
| 42 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
admin.
|
married
|
secondary
|
no
| 61 |
no
|
yes
|
unknown
| 5 |
may
| 21 | 1 | -1 | 0 |
unknown
| 0no
|
33 |
admin.
|
single
|
secondary
|
no
| 2,557 |
yes
|
no
|
cellular
| 18 |
may
| 186 | 1 | -1 | 0 |
unknown
| 0no
|
30 |
services
|
divorced
|
secondary
|
no
| 0 |
yes
|
no
|
cellular
| 13 |
may
| 172 | 1 | -1 | 0 |
unknown
| 0no
|
27 |
services
|
divorced
|
secondary
|
no
| 10 |
yes
|
no
|
cellular
| 22 |
jul
| 527 | 1 | -1 | 0 |
unknown
| 0no
|
37 |
services
|
married
|
secondary
|
no
| 658 |
yes
|
no
|
telephone
| 23 |
jul
| 175 | 1 | -1 | 0 |
unknown
| 0no
|
38 |
blue-collar
|
married
|
primary
|
no
| 1,679 |
yes
|
no
|
unknown
| 20 |
jun
| 21 | 18 | -1 | 0 |
unknown
| 0no
|
35 |
management
|
single
|
tertiary
|
no
| 0 |
no
|
yes
|
cellular
| 14 |
aug
| 370 | 4 | -1 | 0 |
unknown
| 0no
|
50 |
technician
|
married
|
secondary
|
no
| 841 |
yes
|
no
|
unknown
| 29 |
may
| 54 | 2 | -1 | 0 |
unknown
| 0no
|
39 |
management
|
married
|
secondary
|
no
| 0 |
yes
|
no
|
cellular
| 27 |
aug
| 63 | 3 | -1 | 0 |
unknown
| 0no
|
35 |
management
|
married
|
secondary
|
no
| 1,160 |
yes
|
no
|
unknown
| 27 |
may
| 116 | 3 | -1 | 0 |
unknown
| 0no
|
36 |
admin.
|
divorced
|
secondary
|
no
| -37 |
yes
|
no
|
unknown
| 27 |
may
| 151 | 1 | -1 | 0 |
unknown
| 0no
|
28 |
services
|
single
|
secondary
|
no
| 94 |
yes
|
no
|
cellular
| 16 |
apr
| 300 | 1 | -1 | 0 |
unknown
| 0no
|
39 |
self-employed
|
married
|
tertiary
|
no
| 585 |
yes
|
no
|
cellular
| 18 |
nov
| 48 | 1 | 181 | 3 |
failure
| 0no
|
39 |
self-employed
|
married
|
secondary
|
no
| 235 |
no
|
no
|
unknown
| 9 |
jun
| 217 | 1 | -1 | 0 |
unknown
| 0no
|
30 |
blue-collar
|
single
|
secondary
|
no
| 2,145 |
yes
|
no
|
cellular
| 18 |
may
| 727 | 2 | -1 | 0 |
unknown
| 1yes
|
32 |
services
|
married
|
secondary
|
no
| 1,464 |
yes
|
no
|
unknown
| 3 |
jun
| 193 | 1 | -1 | 0 |
unknown
| 0no
|
28 |
technician
|
married
|
secondary
|
no
| 232 |
yes
|
yes
|
cellular
| 29 |
jan
| 72 | 1 | 261 | 1 |
failure
| 0no
|
47 |
technician
|
married
|
primary
|
no
| 187 |
yes
|
no
|
unknown
| 9 |
may
| 165 | 1 | -1 | 0 |
unknown
| 0no
|
53 |
management
|
married
|
tertiary
|
no
| 12 |
no
|
no
|
cellular
| 27 |
aug
| 345 | 10 | -1 | 0 |
unknown
| 0no
|
57 |
blue-collar
|
married
|
primary
|
no
| 318 |
yes
|
no
|
unknown
| 27 |
may
| 206 | 2 | -1 | 0 |
unknown
| 0no
|
47 |
services
|
married
|
secondary
|
no
| 405 |
no
|
yes
|
cellular
| 8 |
aug
| 994 | 2 | -1 | 0 |
unknown
| 1yes
|
56 |
management
|
married
|
tertiary
|
no
| 334 |
yes
|
no
|
unknown
| 15 |
may
| 127 | 2 | -1 | 0 |
unknown
| 0no
|
38 |
admin.
|
married
|
primary
|
no
| 0 |
yes
|
no
|
unknown
| 2 |
jun
| 29 | 32 | -1 | 0 |
unknown
| 0no
|
52 |
blue-collar
|
married
|
primary
|
no
| 2 |
no
|
no
|
unknown
| 9 |
jun
| 70 | 3 | -1 | 0 |
unknown
| 0no
|
46 |
technician
|
married
|
secondary
|
no
| 966 |
yes
|
yes
|
cellular
| 19 |
aug
| 40 | 2 | -1 | 0 |
unknown
| 0no
|
57 |
blue-collar
|
married
|
primary
|
yes
| 195 |
no
|
yes
|
telephone
| 30 |
jul
| 185 | 4 | -1 | 0 |
unknown
| 0no
|
42 |
blue-collar
|
divorced
|
unknown
|
no
| 0 |
no
|
no
|
cellular
| 7 |
jul
| 64 | 2 | -1 | 0 |
unknown
| 0no
|
57 |
unemployed
|
married
|
secondary
|
no
| 0 |
no
|
no
|
unknown
| 19 |
jun
| 97 | 1 | -1 | 0 |
unknown
| 0no
|
51 |
housemaid
|
married
|
secondary
|
no
| 260 |
no
|
no
|
cellular
| 27 |
aug
| 316 | 5 | -1 | 0 |
unknown
| 0no
|
53 |
self-employed
|
married
|
tertiary
|
no
| 451 |
yes
|
no
|
cellular
| 2 |
feb
| 125 | 1 | 249 | 2 |
failure
| 0no
|
37 |
blue-collar
|
married
|
primary
|
no
| 3,242 |
yes
|
no
|
unknown
| 21 |
may
| 233 | 1 | -1 | 0 |
unknown
| 0no
|
47 |
self-employed
|
divorced
|
secondary
|
no
| 8,515 |
yes
|
no
|
unknown
| 20 |
nov
| 14 | 7 | 112 | 4 |
other
| 0no
|
48 |
management
|
married
|
tertiary
|
no
| 1,808 |
yes
|
no
|
cellular
| 26 |
feb
| 245 | 1 | -1 | 0 |
unknown
| 1yes
|
39 |
blue-collar
|
married
|
primary
|
no
| 20 |
yes
|
no
|
unknown
| 7 |
may
| 109 | 1 | -1 | 0 |
unknown
| 0no
|
42 |
blue-collar
|
married
|
secondary
|
no
| 3,068 |
yes
|
yes
|
cellular
| 11 |
may
| 429 | 2 | -1 | 0 |
unknown
| 0no
|
36 |
management
|
married
|
tertiary
|
no
| 23 |
no
|
no
|
cellular
| 26 |
aug
| 133 | 11 | -1 | 0 |
unknown
| 0no
|
34 |
technician
|
single
|
secondary
|
no
| 1,076 |
no
|
no
|
cellular
| 8 |
aug
| 70 | 2 | -1 | 0 |
unknown
| 0no
|
61 |
retired
|
married
|
primary
|
no
| 1,060 |
yes
|
no
|
unknown
| 13 |
may
| 118 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
admin.
|
single
|
secondary
|
no
| 678 |
yes
|
no
|
cellular
| 4 |
feb
| 1,579 | 1 | 246 | 4 |
failure
| 1yes
|
35 |
blue-collar
|
single
|
primary
|
no
| 1,147 |
yes
|
yes
|
telephone
| 7 |
may
| 29 | 1 | -1 | 0 |
unknown
| 0no
|
54 |
blue-collar
|
married
|
secondary
|
no
| -630 |
no
|
no
|
unknown
| 23 |
may
| 173 | 1 | -1 | 0 |
unknown
| 0no
|
31 |
management
|
married
|
tertiary
|
no
| 459 |
no
|
no
|
cellular
| 28 |
aug
| 13 | 14 | -1 | 0 |
unknown
| 0no
|
45 |
technician
|
divorced
|
secondary
|
no
| 976 |
yes
|
no
|
cellular
| 17 |
apr
| 183 | 1 | 338 | 2 |
failure
| 0no
|
32 |
housemaid
|
married
|
tertiary
|
no
| 357 |
yes
|
no
|
cellular
| 18 |
nov
| 175 | 2 | -1 | 0 |
unknown
| 0no
|
52 |
unemployed
|
married
|
secondary
|
no
| -9 |
no
|
no
|
unknown
| 9 |
jun
| 123 | 1 | -1 | 0 |
unknown
| 0no
|
36 |
admin.
|
single
|
secondary
|
no
| 1,927 |
yes
|
no
|
cellular
| 18 |
nov
| 288 | 1 | 137 | 1 |
other
| 0no
|
31 |
services
|
married
|
secondary
|
no
| 500 |
yes
|
no
|
unknown
| 6 |
jun
| 19 | 18 | -1 | 0 |
unknown
| 0no
|
53 |
technician
|
married
|
secondary
|
no
| 9,146 |
no
|
no
|
cellular
| 13 |
aug
| 136 | 4 | -1 | 0 |
unknown
| 0no
|
43 |
entrepreneur
|
married
|
secondary
|
no
| 59 |
no
|
no
|
unknown
| 13 |
may
| 437 | 2 | -1 | 0 |
unknown
| 0no
|
47 |
housemaid
|
married
|
primary
|
no
| 0 |
no
|
no
|
cellular
| 10 |
aug
| 1,225 | 2 | -1 | 0 |
unknown
| 0no
|
46 |
blue-collar
|
married
|
primary
|
no
| 328 |
yes
|
no
|
unknown
| 21 |
may
| 526 | 8 | -1 | 0 |
unknown
| 0no
|
34 |
management
|
divorced
|
secondary
|
no
| 291 |
no
|
no
|
cellular
| 7 |
aug
| 91 | 2 | -1 | 0 |
unknown
| 0no
|
55 |
technician
|
single
|
tertiary
|
no
| -703 |
yes
|
no
|
cellular
| 8 |
may
| 123 | 3 | -1 | 0 |
unknown
| 0no
|
23 |
admin.
|
single
|
secondary
|
no
| 589 |
yes
|
no
|
cellular
| 6 |
may
| 62 | 1 | -1 | 0 |
unknown
| 0no
|
75 |
blue-collar
|
married
|
secondary
|
no
| 6,053 |
no
|
no
|
cellular
| 11 |
feb
| 865 | 2 | 190 | 1 |
failure
| 0no
|
58 |
admin.
|
married
|
secondary
|
no
| 1,142 |
no
|
no
|
telephone
| 4 |
feb
| 82 | 3 | -1 | 0 |
unknown
| 0no
|
35 |
admin.
|
married
|
secondary
|
no
| 725 |
yes
|
no
|
cellular
| 20 |
nov
| 219 | 7 | 133 | 1 |
failure
| 0no
|
27 |
management
|
married
|
tertiary
|
no
| 802 |
no
|
no
|
cellular
| 22 |
sep
| 569 | 1 | -1 | 0 |
unknown
| 1yes
|
24 |
technician
|
married
|
secondary
|
no
| 556 |
yes
|
no
|
cellular
| 18 |
aug
| 460 | 2 | -1 | 0 |
unknown
| 1yes
|
48 |
admin.
|
married
|
secondary
|
no
| 191 |
yes
|
no
|
cellular
| 5 |
feb
| 238 | 3 | -1 | 0 |
unknown
| 0no
|
31 |
technician
|
single
|
secondary
|
no
| 373 |
no
|
no
|
cellular
| 22 |
aug
| 346 | 5 | -1 | 0 |
unknown
| 0no
|
57 |
technician
|
married
|
secondary
|
no
| 6,164 |
no
|
no
|
cellular
| 19 |
nov
| 161 | 2 | -1 | 0 |
unknown
| 0no
|
53 |
management
|
married
|
tertiary
|
no
| 37 |
no
|
no
|
cellular
| 28 |
aug
| 51 | 9 | -1 | 0 |
unknown
| 0no
|
42 |
blue-collar
|
married
|
primary
|
no
| 1,156 |
yes
|
no
|
telephone
| 20 |
apr
| 37 | 1 | -1 | 0 |
unknown
| 0no
|
50 |
entrepreneur
|
married
|
secondary
|
no
| 806 |
yes
|
yes
|
cellular
| 7 |
may
| 141 | 8 | 297 | 2 |
other
| 0no
|
59 |
admin.
|
married
|
secondary
|
no
| 2,381 |
no
|
no
|
cellular
| 30 |
apr
| 173 | 2 | -1 | 0 |
unknown
| 0no
|
38 |
services
|
married
|
secondary
|
no
| -314 |
yes
|
no
|
unknown
| 28 |
may
| 66 | 2 | -1 | 0 |
unknown
| 0no
|
39 |
blue-collar
|
married
|
secondary
|
no
| 285 |
yes
|
yes
|
unknown
| 6 |
may
| 209 | 1 | -1 | 0 |
unknown
| 0no
|
28 |
blue-collar
|
single
|
primary
|
no
| 1,199 |
yes
|
no
|
cellular
| 30 |
jul
| 1,011 | 20 | -1 | 0 |
unknown
| 0no
|
55 |
management
|
divorced
|
tertiary
|
no
| 481 |
yes
|
no
|
telephone
| 8 |
may
| 147 | 2 | 298 | 3 |
failure
| 0no
|
33 |
technician
|
single
|
tertiary
|
no
| 137 |
no
|
no
|
cellular
| 25 |
aug
| 88 | 4 | -1 | 0 |
unknown
| 0no
|
36 |
blue-collar
|
single
|
secondary
|
no
| 168 |
yes
|
no
|
telephone
| 12 |
may
| 52 | 1 | -1 | 0 |
unknown
| 0no
|
38 |
admin.
|
divorced
|
secondary
|
no
| 156 |
yes
|
no
|
unknown
| 17 |
jun
| 544 | 3 | -1 | 0 |
unknown
| 0no
|
28 |
admin.
|
single
|
secondary
|
no
| 4,745 |
no
|
no
|
telephone
| 12 |
may
| 360 | 1 | 181 | 5 |
success
| 1yes
|
32 |
management
|
single
|
tertiary
|
no
| 11,797 |
yes
|
no
|
cellular
| 11 |
aug
| 95 | 2 | -1 | 0 |
unknown
| 0no
|
35 |
admin.
|
married
|
secondary
|
no
| 786 |
no
|
yes
|
cellular
| 25 |
jul
| 322 | 1 | -1 | 0 |
unknown
| 0no
|
58 |
technician
|
married
|
primary
|
no
| 4,015 |
no
|
no
|
unknown
| 20 |
jun
| 106 | 3 | -1 | 0 |
unknown
| 0no
|
30 |
services
|
married
|
secondary
|
no
| 0 |
yes
|
no
|
unknown
| 9 |
may
| 20 | 1 | -1 | 0 |
unknown
| 0no
|
33 |
blue-collar
|
married
|
secondary
|
no
| 331 |
yes
|
no
|
cellular
| 14 |
may
| 178 | 7 | 365 | 5 |
other
| 0no
|
36 |
blue-collar
|
married
|
secondary
|
no
| 1,554 |
yes
|
no
|
unknown
| 12 |
may
| 325 | 4 | -1 | 0 |
unknown
| 0no
|
32 |
services
|
married
|
secondary
|
no
| 132 |
yes
|
yes
|
unknown
| 19 |
may
| 343 | 2 | -1 | 0 |
unknown
| 0no
|
34 |
management
|
single
|
tertiary
|
no
| 5,086 |
no
|
no
|
cellular
| 25 |
may
| 213 | 4 | -1 | 0 |
unknown
| 1yes
|
42 |
admin.
|
married
|
secondary
|
no
| 529 |
yes
|
yes
|
cellular
| 19 |
nov
| 193 | 3 | -1 | 0 |
unknown
| 0no
|
41 |
management
|
married
|
tertiary
|
no
| 4,824 |
no
|
yes
|
cellular
| 18 |
jul
| 168 | 7 | -1 | 0 |
unknown
| 0no
|
63 |
retired
|
married
|
secondary
|
no
| 474 |
no
|
no
|
cellular
| 25 |
jan
| 423 | 1 | -1 | 0 |
unknown
| 1yes
|
38 |
admin.
|
divorced
|
tertiary
|
no
| 86 |
yes
|
no
|
unknown
| 6 |
may
| 218 | 1 | -1 | 0 |
unknown
| 0no
|
54 |
blue-collar
|
married
|
primary
|
no
| 2,281 |
yes
|
no
|
unknown
| 20 |
jun
| 158 | 1 | -1 | 0 |
unknown
| 0no
|
39 |
services
|
married
|
secondary
|
no
| 186 |
yes
|
no
|
cellular
| 17 |
apr
| 433 | 1 | -1 | 0 |
unknown
| 0no
|
46 |
blue-collar
|
married
|
secondary
|
no
| 137 |
no
|
no
|
unknown
| 20 |
jun
| 252 | 3 | -1 | 0 |
unknown
| 0no
|
37 |
technician
|
married
|
tertiary
|
no
| 6,968 |
no
|
no
|
cellular
| 1 |
jun
| 175 | 1 | -1 | 0 |
unknown
| 0no
|
76 |
retired
|
divorced
|
primary
|
no
| 86 |
no
|
no
|
cellular
| 12 |
aug
| 192 | 1 | -1 | 0 |
unknown
| 0no
|
28 |
management
|
single
|
unknown
|
no
| 81 |
no
|
yes
|
cellular
| 8 |
jul
| 158 | 1 | -1 | 0 |
unknown
| 0no
|
33 |
services
|
married
|
primary
|
no
| 6,904 |
no
|
no
|
telephone
| 20 |
nov
| 114 | 2 | -1 | 0 |
unknown
| 0no
|
46 |
self-employed
|
married
|
tertiary
|
no
| 137 |
yes
|
yes
|
unknown
| 5 |
may
| 246 | 1 | -1 | 0 |
unknown
| 0no
|
30 |
student
|
single
|
secondary
|
no
| 25 |
no
|
no
|
telephone
| 30 |
apr
| 44 | 1 | -1 | 0 |
unknown
| 0no
|
60 |
management
|
married
|
tertiary
|
no
| 759 |
no
|
no
|
cellular
| 14 |
aug
| 136 | 2 | -1 | 0 |
unknown
| 0no
|
56 |
housemaid
|
married
|
tertiary
|
no
| 1,922 |
yes
|
no
|
cellular
| 24 |
jul
| 247 | 2 | -1 | 0 |
unknown
| 0no
|
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