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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
19 |
student
|
single
|
unknown
|
no
| 0 |
no
|
no
|
cellular
| 11 |
feb
| 123 | 3 | -1 | 0 |
unknown
| 0no
|
30 |
student
|
single
|
tertiary
|
no
| 34 |
yes
|
no
|
unknown
| 6 |
may
| 289 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
technician
|
single
|
secondary
|
no
| 318 |
no
|
yes
|
cellular
| 25 |
jul
| 239 | 5 | -1 | 0 |
unknown
| 0no
|
60 |
retired
|
married
|
secondary
|
no
| 197 |
no
|
no
|
cellular
| 7 |
oct
| 1,386 | 1 | -1 | 0 |
unknown
| 0no
|
28 |
student
|
single
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 28 |
sep
| 294 | 2 | 105 | 7 |
other
| 1yes
|
46 |
management
|
married
|
tertiary
|
no
| 273 |
yes
|
no
|
cellular
| 18 |
mar
| 910 | 2 | 184 | 4 |
success
| 1yes
|
49 |
blue-collar
|
divorced
|
primary
|
no
| 15 |
yes
|
no
|
unknown
| 27 |
may
| 550 | 7 | -1 | 0 |
unknown
| 0no
|
59 |
management
|
divorced
|
tertiary
|
no
| 7,813 |
yes
|
no
|
cellular
| 21 |
nov
| 75 | 1 | -1 | 0 |
unknown
| 0no
|
44 |
technician
|
single
|
secondary
|
no
| -27 |
yes
|
yes
|
unknown
| 14 |
may
| 100 | 3 | -1 | 0 |
unknown
| 0no
|
33 |
technician
|
married
|
tertiary
|
no
| 75 |
no
|
no
|
cellular
| 21 |
jul
| 204 | 4 | -1 | 0 |
unknown
| 0no
|
54 |
retired
|
married
|
secondary
|
no
| 1,139 |
yes
|
no
|
cellular
| 14 |
may
| 155 | 1 | 177 | 7 |
failure
| 0no
|
26 |
blue-collar
|
married
|
secondary
|
no
| 115 |
yes
|
no
|
unknown
| 4 |
jul
| 46 | 3 | -1 | 0 |
unknown
| 0no
|
54 |
blue-collar
|
married
|
secondary
|
no
| 0 |
no
|
no
|
telephone
| 16 |
apr
| 1,366 | 1 | 150 | 1 |
failure
| 0no
|
48 |
housemaid
|
married
|
primary
|
no
| 7,195 |
no
|
no
|
cellular
| 21 |
nov
| 609 | 2 | -1 | 0 |
unknown
| 1yes
|
30 |
services
|
single
|
tertiary
|
no
| -477 |
no
|
yes
|
cellular
| 21 |
aug
| 1,532 | 2 | -1 | 0 |
unknown
| 1yes
|
29 |
management
|
single
|
tertiary
|
no
| 1,026 |
no
|
no
|
cellular
| 12 |
nov
| 226 | 1 | 92 | 1 |
other
| 1yes
|
51 |
entrepreneur
|
married
|
tertiary
|
no
| 3,921 |
yes
|
no
|
cellular
| 5 |
may
| 168 | 1 | -1 | 0 |
unknown
| 0no
|
53 |
unemployed
|
married
|
primary
|
no
| 980 |
yes
|
no
|
cellular
| 3 |
dec
| 352 | 1 | -1 | 0 |
unknown
| 1yes
|
43 |
blue-collar
|
married
|
secondary
|
no
| -179 |
yes
|
no
|
cellular
| 30 |
jul
| 335 | 6 | -1 | 0 |
unknown
| 0no
|
34 |
admin.
|
married
|
tertiary
|
no
| 2,552 |
yes
|
yes
|
cellular
| 25 |
sep
| 74 | 1 | -1 | 0 |
unknown
| 0no
|
40 |
entrepreneur
|
married
|
tertiary
|
no
| 1,729 |
yes
|
no
|
cellular
| 12 |
may
| 85 | 1 | -1 | 0 |
unknown
| 0no
|
43 |
technician
|
married
|
secondary
|
no
| 434 |
yes
|
no
|
unknown
| 5 |
may
| 117 | 1 | -1 | 0 |
unknown
| 0no
|
33 |
admin.
|
single
|
secondary
|
no
| -300 |
yes
|
yes
|
cellular
| 25 |
jul
| 184 | 1 | -1 | 0 |
unknown
| 0no
|
66 |
retired
|
married
|
secondary
|
no
| 4,785 |
no
|
no
|
cellular
| 13 |
aug
| 72 | 3 | -1 | 0 |
unknown
| 0no
|
44 |
technician
|
divorced
|
secondary
|
no
| -329 |
yes
|
no
|
unknown
| 7 |
may
| 171 | 1 | -1 | 0 |
unknown
| 0no
|
33 |
services
|
married
|
secondary
|
no
| 0 |
yes
|
no
|
telephone
| 22 |
jul
| 44 | 8 | -1 | 0 |
unknown
| 0no
|
31 |
technician
|
single
|
secondary
|
no
| 391 |
no
|
no
|
cellular
| 13 |
aug
| 336 | 2 | -1 | 0 |
unknown
| 0no
|
71 |
retired
|
married
|
primary
|
no
| 4,657 |
no
|
no
|
cellular
| 16 |
feb
| 93 | 5 | -1 | 0 |
unknown
| 1yes
|
22 |
student
|
single
|
primary
|
no
| 3,472 |
no
|
no
|
cellular
| 20 |
oct
| 332 | 1 | 183 | 3 |
failure
| 1yes
|
46 |
unemployed
|
single
|
tertiary
|
no
| 705 |
no
|
no
|
cellular
| 4 |
feb
| 398 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
services
|
married
|
secondary
|
no
| 255 |
yes
|
yes
|
unknown
| 21 |
may
| 86 | 2 | -1 | 0 |
unknown
| 0no
|
45 |
blue-collar
|
married
|
secondary
|
no
| 4,365 |
no
|
yes
|
cellular
| 9 |
feb
| 45 | 2 | -1 | 0 |
unknown
| 0no
|
32 |
management
|
married
|
secondary
|
no
| 350 |
yes
|
no
|
unknown
| 28 |
may
| 110 | 2 | -1 | 0 |
unknown
| 0no
|
49 |
blue-collar
|
married
|
primary
|
no
| 474 |
yes
|
yes
|
telephone
| 9 |
feb
| 152 | 3 | 221 | 1 |
failure
| 0no
|
27 |
technician
|
single
|
secondary
|
no
| 489 |
yes
|
no
|
cellular
| 30 |
jul
| 356 | 4 | -1 | 0 |
unknown
| 1yes
|
46 |
entrepreneur
|
married
|
secondary
|
no
| 757 |
no
|
no
|
unknown
| 16 |
jun
| 382 | 3 | -1 | 0 |
unknown
| 0no
|
37 |
management
|
single
|
tertiary
|
no
| 695 |
no
|
no
|
cellular
| 28 |
jan
| 233 | 1 | -1 | 0 |
unknown
| 0no
|
30 |
unemployed
|
single
|
secondary
|
yes
| -770 |
yes
|
no
|
unknown
| 28 |
may
| 87 | 1 | -1 | 0 |
unknown
| 0no
|
44 |
self-employed
|
divorced
|
secondary
|
no
| 80 |
yes
|
yes
|
unknown
| 14 |
may
| 387 | 2 | -1 | 0 |
unknown
| 0no
|
45 |
technician
|
married
|
secondary
|
no
| 315 |
yes
|
no
|
cellular
| 30 |
jun
| 103 | 1 | -1 | 0 |
unknown
| 0no
|
27 |
student
|
single
|
secondary
|
no
| 213 |
no
|
no
|
cellular
| 27 |
mar
| 378 | 1 | -1 | 0 |
unknown
| 1yes
|
57 |
housemaid
|
married
|
primary
|
no
| 0 |
no
|
no
|
unknown
| 9 |
jun
| 257 | 2 | -1 | 0 |
unknown
| 0no
|
66 |
management
|
married
|
tertiary
|
no
| 2,169 |
no
|
no
|
cellular
| 7 |
jul
| 282 | 1 | -1 | 0 |
unknown
| 0no
|
40 |
admin.
|
divorced
|
secondary
|
no
| 212 |
no
|
no
|
unknown
| 7 |
jan
| 176 | 1 | -1 | 0 |
unknown
| 0no
|
48 |
blue-collar
|
married
|
secondary
|
no
| 333 |
yes
|
no
|
cellular
| 14 |
may
| 24 | 6 | -1 | 0 |
unknown
| 0no
|
33 |
blue-collar
|
single
|
secondary
|
no
| 4,404 |
yes
|
no
|
cellular
| 20 |
nov
| 766 | 3 | -1 | 0 |
unknown
| 0no
|
42 |
services
|
divorced
|
secondary
|
no
| 257 |
yes
|
no
|
cellular
| 12 |
may
| 955 | 2 | -1 | 0 |
unknown
| 1yes
|
47 |
unemployed
|
married
|
secondary
|
no
| 3,188 |
yes
|
no
|
cellular
| 3 |
feb
| 426 | 3 | -1 | 0 |
unknown
| 0no
|
27 |
technician
|
single
|
tertiary
|
no
| 3,083 |
yes
|
no
|
unknown
| 29 |
may
| 244 | 2 | -1 | 0 |
unknown
| 0no
|
78 |
retired
|
married
|
tertiary
|
no
| 226 |
no
|
no
|
telephone
| 6 |
nov
| 136 | 1 | -1 | 0 |
unknown
| 0no
|
50 |
services
|
married
|
primary
|
no
| 1,260 |
no
|
no
|
cellular
| 18 |
nov
| 172 | 1 | -1 | 0 |
unknown
| 0no
|
46 |
entrepreneur
|
single
|
tertiary
|
no
| 1,410 |
yes
|
no
|
cellular
| 19 |
nov
| 93 | 1 | 189 | 8 |
failure
| 0no
|
41 |
admin.
|
divorced
|
secondary
|
no
| 6,046 |
yes
|
yes
|
telephone
| 15 |
mar
| 300 | 6 | 182 | 2 |
success
| 1yes
|
36 |
admin.
|
single
|
tertiary
|
no
| 980 |
no
|
no
|
cellular
| 11 |
nov
| 118 | 4 | 104 | 7 |
failure
| 0no
|
49 |
retired
|
married
|
primary
|
no
| -37 |
no
|
no
|
unknown
| 4 |
jul
| 191 | 2 | -1 | 0 |
unknown
| 0no
|
46 |
management
|
divorced
|
tertiary
|
no
| -154 |
yes
|
yes
|
unknown
| 27 |
may
| 107 | 2 | -1 | 0 |
unknown
| 0no
|
77 |
retired
|
married
|
primary
|
no
| 680 |
no
|
no
|
telephone
| 24 |
feb
| 513 | 2 | 89 | 7 |
failure
| 0no
|
30 |
technician
|
single
|
tertiary
|
no
| 799 |
yes
|
yes
|
unknown
| 6 |
jun
| 91 | 18 | -1 | 0 |
unknown
| 0no
|
43 |
management
|
single
|
secondary
|
yes
| -1,164 |
yes
|
yes
|
cellular
| 18 |
jul
| 76 | 4 | -1 | 0 |
unknown
| 0no
|
44 |
blue-collar
|
married
|
secondary
|
no
| 2,523 |
yes
|
no
|
unknown
| 29 |
may
| 1,236 | 2 | -1 | 0 |
unknown
| 0no
|
40 |
blue-collar
|
married
|
primary
|
no
| 98 |
yes
|
no
|
unknown
| 2 |
jun
| 193 | 5 | -1 | 0 |
unknown
| 0no
|
38 |
blue-collar
|
married
|
primary
|
no
| 3,419 |
yes
|
no
|
unknown
| 20 |
jun
| 324 | 5 | -1 | 0 |
unknown
| 0no
|
25 |
unemployed
|
single
|
tertiary
|
no
| 343 |
no
|
no
|
cellular
| 1 |
jun
| 377 | 1 | -1 | 0 |
unknown
| 1yes
|
49 |
management
|
married
|
tertiary
|
no
| 852 |
yes
|
no
|
cellular
| 20 |
nov
| 408 | 1 | -1 | 0 |
unknown
| 0no
|
33 |
blue-collar
|
married
|
primary
|
no
| 50 |
yes
|
no
|
cellular
| 7 |
may
| 246 | 2 | -1 | 0 |
unknown
| 0no
|
40 |
management
|
single
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 26 |
aug
| 58 | 7 | -1 | 0 |
unknown
| 0no
|
44 |
blue-collar
|
married
|
primary
|
no
| 10 |
yes
|
no
|
cellular
| 17 |
jul
| 196 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
blue-collar
|
married
|
secondary
|
no
| 950 |
yes
|
yes
|
cellular
| 20 |
apr
| 219 | 4 | -1 | 0 |
unknown
| 0no
|
52 |
management
|
married
|
tertiary
|
no
| 0 |
yes
|
no
|
cellular
| 9 |
jul
| 197 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
management
|
married
|
tertiary
|
no
| 175 |
yes
|
no
|
cellular
| 7 |
aug
| 257 | 2 | -1 | 0 |
unknown
| 0no
|
35 |
technician
|
married
|
secondary
|
no
| -259 |
yes
|
no
|
cellular
| 29 |
jan
| 381 | 1 | 247 | 2 |
failure
| 0no
|
32 |
management
|
married
|
secondary
|
no
| 6,217 |
yes
|
yes
|
unknown
| 21 |
may
| 486 | 2 | -1 | 0 |
unknown
| 0no
|
42 |
technician
|
married
|
secondary
|
no
| -1,310 |
yes
|
yes
|
unknown
| 28 |
may
| 162 | 1 | -1 | 0 |
unknown
| 0no
|
59 |
blue-collar
|
married
|
unknown
|
no
| 139 |
no
|
no
|
unknown
| 5 |
jun
| 153 | 1 | -1 | 0 |
unknown
| 0no
|
44 |
technician
|
single
|
secondary
|
no
| 7,138 |
no
|
no
|
cellular
| 8 |
aug
| 809 | 2 | -1 | 0 |
unknown
| 1yes
|
50 |
admin.
|
divorced
|
secondary
|
no
| 1,111 |
yes
|
no
|
cellular
| 17 |
apr
| 50 | 1 | -1 | 0 |
unknown
| 0no
|
27 |
blue-collar
|
single
|
secondary
|
no
| 113 |
no
|
no
|
cellular
| 22 |
jul
| 39 | 17 | -1 | 0 |
unknown
| 0no
|
55 |
management
|
divorced
|
tertiary
|
no
| -612 |
no
|
no
|
cellular
| 26 |
aug
| 131 | 2 | -1 | 0 |
unknown
| 0no
|
54 |
blue-collar
|
married
|
unknown
|
no
| 310 |
yes
|
no
|
telephone
| 28 |
jan
| 526 | 4 | 258 | 3 |
other
| 0no
|
31 |
unemployed
|
single
|
secondary
|
no
| -186 |
yes
|
no
|
unknown
| 26 |
may
| 172 | 3 | -1 | 0 |
unknown
| 0no
|
56 |
admin.
|
married
|
unknown
|
no
| 2,038 |
no
|
no
|
cellular
| 8 |
feb
| 405 | 1 | 305 | 1 |
success
| 0no
|
51 |
self-employed
|
married
|
tertiary
|
no
| 833 |
no
|
no
|
cellular
| 31 |
jul
| 77 | 3 | -1 | 0 |
unknown
| 0no
|
61 |
blue-collar
|
married
|
primary
|
no
| 625 |
yes
|
no
|
unknown
| 19 |
may
| 158 | 2 | -1 | 0 |
unknown
| 0no
|
34 |
technician
|
single
|
secondary
|
no
| 105 |
yes
|
no
|
cellular
| 7 |
may
| 146 | 2 | 171 | 3 |
failure
| 0no
|
56 |
blue-collar
|
married
|
primary
|
no
| 551 |
no
|
no
|
unknown
| 29 |
may
| 27 | 1 | -1 | 0 |
unknown
| 0no
|
29 |
student
|
single
|
unknown
|
no
| 145 |
no
|
no
|
cellular
| 14 |
aug
| 105 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
management
|
single
|
tertiary
|
no
| 618 |
yes
|
no
|
unknown
| 3 |
jun
| 119 | 4 | -1 | 0 |
unknown
| 0no
|
35 |
services
|
single
|
secondary
|
no
| 1,063 |
yes
|
yes
|
cellular
| 16 |
apr
| 327 | 1 | -1 | 0 |
unknown
| 0no
|
56 |
admin.
|
divorced
|
secondary
|
no
| 985 |
no
|
yes
|
cellular
| 18 |
aug
| 150 | 2 | -1 | 0 |
unknown
| 0no
|
45 |
blue-collar
|
married
|
secondary
|
no
| 2,926 |
yes
|
yes
|
cellular
| 19 |
nov
| 482 | 3 | 120 | 2 |
failure
| 0no
|
31 |
admin.
|
single
|
secondary
|
no
| -449 |
yes
|
no
|
unknown
| 28 |
may
| 81 | 2 | -1 | 0 |
unknown
| 0no
|
37 |
entrepreneur
|
divorced
|
tertiary
|
no
| 66 |
no
|
no
|
cellular
| 18 |
nov
| 1,164 | 2 | -1 | 0 |
unknown
| 1yes
|
43 |
admin.
|
married
|
secondary
|
no
| 0 |
yes
|
no
|
cellular
| 17 |
jul
| 674 | 3 | -1 | 0 |
unknown
| 0no
|
40 |
management
|
married
|
unknown
|
no
| 419 |
yes
|
no
|
cellular
| 10 |
jul
| 347 | 1 | -1 | 0 |
unknown
| 0no
|
44 |
management
|
married
|
primary
|
no
| 4,758 |
yes
|
no
|
cellular
| 22 |
jul
| 712 | 6 | -1 | 0 |
unknown
| 1yes
|
38 |
admin.
|
single
|
secondary
|
no
| -23 |
no
|
no
|
cellular
| 20 |
nov
| 48 | 2 | -1 | 0 |
unknown
| 0no
|
58 |
management
|
divorced
|
tertiary
|
no
| 1,573 |
yes
|
yes
|
cellular
| 17 |
nov
| 279 | 1 | -1 | 0 |
unknown
| 0no
|
24 |
blue-collar
|
single
|
secondary
|
no
| 77 |
yes
|
no
|
unknown
| 16 |
may
| 236 | 2 | -1 | 0 |
unknown
| 0no
|
53 |
services
|
married
|
secondary
|
no
| 1,378 |
yes
|
no
|
cellular
| 18 |
jul
| 91 | 2 | -1 | 0 |
unknown
| 0no
|
36 |
blue-collar
|
married
|
secondary
|
no
| -73 |
yes
|
yes
|
cellular
| 18 |
may
| 15 | 8 | -1 | 0 |
unknown
| 0no
|
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