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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
44 |
entrepreneur
|
married
|
tertiary
|
no
| 0 |
yes
|
no
|
unknown
| 9 |
jul
| 300 | 1 | -1 | 0 |
unknown
| 0no
|
49 |
blue-collar
|
married
|
secondary
|
no
| 579 |
yes
|
no
|
unknown
| 28 |
may
| 396 | 1 | -1 | 0 |
unknown
| 0no
|
30 |
services
|
single
|
secondary
|
no
| 432 |
yes
|
no
|
unknown
| 20 |
may
| 340 | 3 | -1 | 0 |
unknown
| 0no
|
31 |
services
|
single
|
secondary
|
no
| 1,987 |
yes
|
no
|
telephone
| 20 |
nov
| 55 | 2 | -1 | 0 |
unknown
| 0no
|
34 |
management
|
married
|
secondary
|
no
| 857 |
yes
|
no
|
cellular
| 22 |
aug
| 238 | 6 | -1 | 0 |
unknown
| 0no
|
70 |
retired
|
married
|
tertiary
|
no
| 15,834 |
no
|
no
|
cellular
| 5 |
apr
| 172 | 3 | 186 | 1 |
failure
| 0no
|
45 |
management
|
married
|
tertiary
|
no
| 3,370 |
no
|
no
|
unknown
| 12 |
jun
| 36 | 3 | -1 | 0 |
unknown
| 0no
|
31 |
management
|
married
|
tertiary
|
no
| 6,290 |
no
|
no
|
cellular
| 20 |
nov
| 303 | 2 | -1 | 0 |
unknown
| 0no
|
57 |
admin.
|
married
|
secondary
|
no
| 808 |
no
|
no
|
cellular
| 14 |
jul
| 417 | 3 | -1 | 0 |
unknown
| 0no
|
40 |
services
|
married
|
unknown
|
no
| 4,075 |
yes
|
no
|
unknown
| 16 |
jun
| 162 | 3 | -1 | 0 |
unknown
| 0no
|
28 |
blue-collar
|
married
|
secondary
|
no
| 373 |
yes
|
no
|
cellular
| 14 |
may
| 10 | 9 | 344 | 1 |
failure
| 0no
|
44 |
admin.
|
single
|
secondary
|
no
| -101 |
yes
|
no
|
cellular
| 10 |
jul
| 99 | 1 | -1 | 0 |
unknown
| 0no
|
49 |
services
|
divorced
|
secondary
|
no
| 3,250 |
no
|
no
|
unknown
| 16 |
jun
| 32 | 3 | -1 | 0 |
unknown
| 0no
|
46 |
management
|
married
|
tertiary
|
no
| 1,375 |
yes
|
no
|
cellular
| 17 |
nov
| 308 | 3 | -1 | 0 |
unknown
| 0no
|
34 |
management
|
married
|
tertiary
|
no
| 180 |
no
|
no
|
cellular
| 16 |
jun
| 298 | 3 | -1 | 0 |
unknown
| 0no
|
58 |
technician
|
married
|
secondary
|
no
| 175 |
no
|
no
|
cellular
| 12 |
aug
| 92 | 4 | -1 | 0 |
unknown
| 0no
|
52 |
services
|
married
|
secondary
|
no
| 381 |
no
|
yes
|
cellular
| 25 |
aug
| 288 | 12 | -1 | 0 |
unknown
| 0no
|
27 |
blue-collar
|
married
|
secondary
|
no
| 2,171 |
yes
|
no
|
cellular
| 16 |
apr
| 130 | 1 | 323 | 1 |
other
| 0no
|
48 |
technician
|
married
|
secondary
|
no
| 340 |
yes
|
no
|
cellular
| 28 |
jan
| 255 | 2 | -1 | 0 |
unknown
| 0no
|
33 |
technician
|
divorced
|
secondary
|
yes
| 10 |
yes
|
yes
|
cellular
| 18 |
nov
| 167 | 5 | -1 | 0 |
unknown
| 0no
|
46 |
admin.
|
married
|
secondary
|
no
| 4,958 |
yes
|
no
|
cellular
| 17 |
nov
| 64 | 3 | 150 | 5 |
other
| 0no
|
51 |
housemaid
|
married
|
unknown
|
no
| 21,244 |
no
|
yes
|
cellular
| 4 |
aug
| 166 | 2 | -1 | 0 |
unknown
| 0no
|
31 |
management
|
married
|
tertiary
|
no
| 156 |
no
|
no
|
cellular
| 13 |
aug
| 657 | 7 | -1 | 0 |
unknown
| 1yes
|
35 |
technician
|
divorced
|
secondary
|
no
| 473 |
yes
|
yes
|
unknown
| 26 |
may
| 434 | 4 | -1 | 0 |
unknown
| 0no
|
37 |
admin.
|
single
|
secondary
|
no
| 781 |
no
|
no
|
cellular
| 20 |
aug
| 75 | 1 | -1 | 0 |
unknown
| 0no
|
60 |
entrepreneur
|
married
|
primary
|
no
| 0 |
no
|
no
|
telephone
| 23 |
jul
| 40 | 1 | -1 | 0 |
unknown
| 0no
|
40 |
technician
|
married
|
secondary
|
no
| 1,819 |
no
|
no
|
cellular
| 5 |
jun
| 398 | 2 | -1 | 0 |
unknown
| 0no
|
50 |
management
|
married
|
tertiary
|
no
| 4,374 |
yes
|
no
|
cellular
| 21 |
nov
| 163 | 2 | 113 | 3 |
failure
| 0no
|
34 |
entrepreneur
|
married
|
secondary
|
no
| 456 |
yes
|
yes
|
cellular
| 28 |
aug
| 137 | 8 | -1 | 0 |
unknown
| 0no
|
32 |
technician
|
married
|
secondary
|
no
| 253 |
yes
|
no
|
unknown
| 4 |
jun
| 257 | 3 | -1 | 0 |
unknown
| 0no
|
36 |
services
|
single
|
secondary
|
no
| 774 |
yes
|
no
|
cellular
| 3 |
feb
| 231 | 2 | 259 | 1 |
failure
| 0no
|
32 |
admin.
|
single
|
tertiary
|
no
| -59 |
no
|
yes
|
unknown
| 4 |
jul
| 192 | 1 | -1 | 0 |
unknown
| 0no
|
40 |
services
|
divorced
|
secondary
|
no
| -81 |
no
|
yes
|
cellular
| 23 |
jul
| 186 | 1 | -1 | 0 |
unknown
| 0no
|
37 |
blue-collar
|
married
|
primary
|
no
| 0 |
yes
|
no
|
cellular
| 6 |
may
| 226 | 1 | 363 | 3 |
other
| 0no
|
57 |
management
|
married
|
tertiary
|
no
| 0 |
yes
|
no
|
cellular
| 21 |
nov
| 67 | 1 | -1 | 0 |
unknown
| 0no
|
46 |
management
|
married
|
tertiary
|
no
| -3 |
no
|
no
|
cellular
| 28 |
aug
| 205 | 2 | -1 | 0 |
unknown
| 0no
|
31 |
blue-collar
|
single
|
primary
|
no
| 2,488 |
yes
|
no
|
cellular
| 20 |
apr
| 14 | 1 | -1 | 0 |
unknown
| 0no
|
39 |
technician
|
divorced
|
tertiary
|
yes
| 3 |
no
|
no
|
cellular
| 6 |
may
| 488 | 1 | -1 | 0 |
unknown
| 1yes
|
35 |
management
|
married
|
secondary
|
no
| 839 |
yes
|
no
|
unknown
| 23 |
may
| 50 | 3 | -1 | 0 |
unknown
| 0no
|
32 |
blue-collar
|
married
|
primary
|
no
| 103 |
no
|
no
|
cellular
| 23 |
jul
| 312 | 1 | -1 | 0 |
unknown
| 0no
|
44 |
technician
|
divorced
|
secondary
|
no
| 316 |
yes
|
no
|
cellular
| 21 |
jul
| 163 | 3 | -1 | 0 |
unknown
| 0no
|
41 |
technician
|
single
|
secondary
|
no
| 1,680 |
yes
|
no
|
unknown
| 2 |
jun
| 76 | 2 | -1 | 0 |
unknown
| 0no
|
59 |
retired
|
divorced
|
primary
|
no
| 7,179 |
no
|
no
|
cellular
| 5 |
feb
| 150 | 1 | -1 | 0 |
unknown
| 0no
|
39 |
services
|
married
|
secondary
|
no
| 247 |
yes
|
no
|
cellular
| 17 |
apr
| 244 | 2 | -1 | 0 |
unknown
| 0no
|
54 |
management
|
married
|
tertiary
|
no
| 8,295 |
no
|
no
|
cellular
| 5 |
jun
| 207 | 1 | -1 | 0 |
unknown
| 1yes
|
27 |
services
|
single
|
secondary
|
no
| 261 |
yes
|
yes
|
cellular
| 18 |
may
| 113 | 1 | -1 | 0 |
unknown
| 0no
|
51 |
self-employed
|
married
|
secondary
|
no
| 95 |
yes
|
no
|
cellular
| 23 |
jul
| 1,309 | 4 | -1 | 0 |
unknown
| 1yes
|
33 |
technician
|
single
|
secondary
|
no
| 291 |
no
|
no
|
cellular
| 25 |
aug
| 72 | 6 | -1 | 0 |
unknown
| 0no
|
38 |
blue-collar
|
married
|
primary
|
no
| 2,240 |
yes
|
no
|
cellular
| 19 |
nov
| 551 | 1 | 183 | 1 |
failure
| 0no
|
52 |
entrepreneur
|
married
|
tertiary
|
no
| 0 |
no
|
no
|
unknown
| 19 |
jun
| 163 | 3 | -1 | 0 |
unknown
| 0no
|
54 |
management
|
divorced
|
tertiary
|
no
| 1,295 |
yes
|
no
|
cellular
| 21 |
jul
| 179 | 10 | -1 | 0 |
unknown
| 0no
|
33 |
blue-collar
|
married
|
primary
|
no
| 324 |
yes
|
no
|
cellular
| 13 |
may
| 217 | 2 | -1 | 0 |
unknown
| 0no
|
50 |
technician
|
married
|
secondary
|
no
| 669 |
yes
|
no
|
unknown
| 2 |
jun
| 88 | 1 | -1 | 0 |
unknown
| 0no
|
39 |
blue-collar
|
single
|
secondary
|
no
| 4,143 |
yes
|
yes
|
unknown
| 2 |
jun
| 21 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
management
|
single
|
tertiary
|
no
| 2,646 |
no
|
no
|
cellular
| 14 |
apr
| 142 | 1 | -1 | 0 |
unknown
| 1yes
|
41 |
technician
|
single
|
secondary
|
no
| 618 |
no
|
no
|
cellular
| 5 |
feb
| 1,056 | 1 | -1 | 0 |
unknown
| 0no
|
48 |
management
|
divorced
|
tertiary
|
no
| 541 |
yes
|
no
|
cellular
| 14 |
may
| 72 | 1 | 363 | 2 |
other
| 0no
|
38 |
services
|
married
|
secondary
|
no
| 434 |
yes
|
no
|
unknown
| 20 |
may
| 411 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
blue-collar
|
married
|
secondary
|
no
| 622 |
yes
|
no
|
unknown
| 21 |
may
| 145 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
blue-collar
|
married
|
secondary
|
no
| 0 |
yes
|
no
|
cellular
| 8 |
may
| 80 | 2 | -1 | 0 |
unknown
| 0no
|
48 |
management
|
married
|
secondary
|
no
| 99 |
yes
|
no
|
unknown
| 28 |
may
| 344 | 1 | -1 | 0 |
unknown
| 0no
|
28 |
services
|
single
|
secondary
|
no
| 290 |
yes
|
no
|
cellular
| 18 |
may
| 128 | 1 | -1 | 0 |
unknown
| 0no
|
47 |
blue-collar
|
married
|
secondary
|
no
| 1,230 |
yes
|
no
|
cellular
| 30 |
apr
| 412 | 1 | 169 | 1 |
success
| 1yes
|
32 |
admin.
|
single
|
secondary
|
no
| 45 |
yes
|
yes
|
cellular
| 14 |
may
| 908 | 3 | 344 | 7 |
other
| 0no
|
32 |
admin.
|
married
|
secondary
|
no
| 923 |
yes
|
no
|
cellular
| 17 |
apr
| 819 | 4 | -1 | 0 |
unknown
| 0no
|
38 |
management
|
married
|
tertiary
|
no
| 950 |
no
|
no
|
cellular
| 5 |
aug
| 210 | 2 | -1 | 0 |
unknown
| 0no
|
86 |
retired
|
married
|
secondary
|
no
| 1,503 |
no
|
no
|
telephone
| 18 |
mar
| 165 | 3 | 101 | 1 |
other
| 0no
|
47 |
technician
|
married
|
secondary
|
no
| 65 |
no
|
no
|
cellular
| 28 |
aug
| 118 | 8 | -1 | 0 |
unknown
| 0no
|
42 |
management
|
married
|
primary
|
no
| -679 |
yes
|
yes
|
cellular
| 6 |
may
| 159 | 1 | 343 | 2 |
failure
| 0no
|
44 |
management
|
married
|
tertiary
|
no
| 773 |
no
|
yes
|
cellular
| 9 |
jul
| 618 | 1 | -1 | 0 |
unknown
| 0no
|
25 |
student
|
single
|
unknown
|
no
| 10,788 |
no
|
no
|
cellular
| 23 |
dec
| 102 | 2 | 210 | 2 |
other
| 0no
|
34 |
services
|
divorced
|
secondary
|
no
| 991 |
yes
|
no
|
cellular
| 6 |
may
| 89 | 1 | 344 | 1 |
failure
| 0no
|
34 |
admin.
|
married
|
secondary
|
no
| 247 |
no
|
no
|
cellular
| 8 |
oct
| 401 | 2 | -1 | 0 |
unknown
| 1yes
|
53 |
blue-collar
|
married
|
primary
|
no
| 4,143 |
no
|
no
|
cellular
| 15 |
jul
| 200 | 3 | -1 | 0 |
unknown
| 0no
|
42 |
blue-collar
|
married
|
unknown
|
no
| -406 |
yes
|
no
|
cellular
| 30 |
jul
| 152 | 5 | -1 | 0 |
unknown
| 0no
|
30 |
blue-collar
|
single
|
secondary
|
no
| 180 |
no
|
no
|
cellular
| 14 |
jul
| 203 | 1 | 183 | 2 |
failure
| 0no
|
26 |
blue-collar
|
single
|
primary
|
no
| -887 |
yes
|
no
|
cellular
| 18 |
may
| 827 | 2 | -1 | 0 |
unknown
| 1yes
|
40 |
services
|
married
|
secondary
|
no
| 4,157 |
yes
|
no
|
unknown
| 15 |
may
| 735 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
technician
|
single
|
secondary
|
no
| 1,386 |
yes
|
yes
|
unknown
| 28 |
may
| 185 | 6 | -1 | 0 |
unknown
| 0no
|
34 |
services
|
married
|
secondary
|
no
| 2,211 |
no
|
no
|
unknown
| 8 |
may
| 149 | 1 | -1 | 0 |
unknown
| 0no
|
40 |
management
|
married
|
tertiary
|
no
| -495 |
no
|
yes
|
cellular
| 29 |
jul
| 303 | 2 | -1 | 0 |
unknown
| 0no
|
36 |
management
|
married
|
tertiary
|
no
| 27,359 |
yes
|
no
|
unknown
| 3 |
jun
| 71 | 2 | -1 | 0 |
unknown
| 0no
|
34 |
technician
|
single
|
secondary
|
no
| 440 |
yes
|
no
|
cellular
| 6 |
may
| 445 | 2 | 345 | 2 |
failure
| 0no
|
32 |
blue-collar
|
single
|
secondary
|
no
| 135 |
yes
|
no
|
cellular
| 18 |
may
| 232 | 2 | -1 | 0 |
unknown
| 0no
|
39 |
technician
|
married
|
secondary
|
no
| -735 |
yes
|
no
|
cellular
| 30 |
jan
| 144 | 5 | 248 | 2 |
failure
| 0no
|
36 |
technician
|
married
|
tertiary
|
no
| 60 |
no
|
no
|
cellular
| 19 |
aug
| 209 | 2 | -1 | 0 |
unknown
| 0no
|
39 |
technician
|
divorced
|
secondary
|
no
| 902 |
yes
|
no
|
cellular
| 10 |
feb
| 691 | 2 | 180 | 5 |
failure
| 1yes
|
33 |
management
|
married
|
unknown
|
no
| 18,347 |
yes
|
no
|
unknown
| 23 |
may
| 415 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
blue-collar
|
single
|
secondary
|
no
| -72 |
yes
|
no
|
cellular
| 7 |
jul
| 273 | 5 | -1 | 0 |
unknown
| 0no
|
42 |
management
|
married
|
tertiary
|
no
| 1,205 |
no
|
no
|
telephone
| 8 |
sep
| 376 | 2 | -1 | 0 |
unknown
| 1yes
|
46 |
technician
|
married
|
secondary
|
no
| 499 |
yes
|
no
|
cellular
| 31 |
jul
| 37 | 10 | -1 | 0 |
unknown
| 0no
|
32 |
management
|
single
|
tertiary
|
no
| 656 |
yes
|
yes
|
cellular
| 20 |
apr
| 148 | 2 | -1 | 0 |
unknown
| 0no
|
27 |
services
|
married
|
secondary
|
no
| 100 |
no
|
no
|
cellular
| 16 |
jul
| 57 | 2 | -1 | 0 |
unknown
| 0no
|
35 |
technician
|
divorced
|
secondary
|
no
| 69 |
yes
|
no
|
unknown
| 8 |
may
| 461 | 3 | -1 | 0 |
unknown
| 0no
|
53 |
technician
|
married
|
unknown
|
no
| 619 |
no
|
no
|
unknown
| 17 |
jun
| 198 | 6 | -1 | 0 |
unknown
| 0no
|
29 |
services
|
single
|
secondary
|
no
| 192 |
no
|
no
|
cellular
| 30 |
jan
| 327 | 4 | -1 | 0 |
unknown
| 0no
|
35 |
management
|
single
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 29 |
aug
| 669 | 6 | -1 | 0 |
unknown
| 0no
|
49 |
management
|
married
|
tertiary
|
no
| 87 |
no
|
no
|
cellular
| 29 |
jan
| 165 | 1 | -1 | 0 |
unknown
| 0no
|
58 |
management
|
married
|
tertiary
|
no
| 3,228 |
no
|
no
|
cellular
| 19 |
aug
| 58 | 2 | -1 | 0 |
unknown
| 0no
|
40 |
management
|
single
|
tertiary
|
no
| 1,361 |
no
|
no
|
cellular
| 29 |
jan
| 1,473 | 1 | -1 | 0 |
unknown
| 1yes
|
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