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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
58 |
retired
|
divorced
|
tertiary
|
no
| 264 |
yes
|
yes
|
cellular
| 8 |
jul
| 523 | 3 | -1 | 0 |
unknown
| 0no
|
52 |
entrepreneur
|
married
|
tertiary
|
no
| 54 |
yes
|
yes
|
telephone
| 18 |
nov
| 103 | 1 | -1 | 0 |
unknown
| 0no
|
50 |
blue-collar
|
married
|
primary
|
no
| 12,519 |
yes
|
no
|
cellular
| 17 |
apr
| 146 | 2 | 147 | 4 |
success
| 0no
|
32 |
services
|
single
|
secondary
|
no
| 2,881 |
no
|
no
|
cellular
| 2 |
jul
| 356 | 1 | -1 | 0 |
unknown
| 1yes
|
42 |
blue-collar
|
married
|
primary
|
no
| 0 |
yes
|
no
|
cellular
| 17 |
jul
| 71 | 1 | -1 | 0 |
unknown
| 0no
|
31 |
admin.
|
married
|
secondary
|
no
| 88 |
yes
|
yes
|
cellular
| 8 |
aug
| 189 | 2 | -1 | 0 |
unknown
| 0no
|
28 |
blue-collar
|
married
|
secondary
|
no
| 1,020 |
yes
|
no
|
unknown
| 28 |
may
| 251 | 1 | -1 | 0 |
unknown
| 0no
|
36 |
technician
|
divorced
|
tertiary
|
no
| 119 |
no
|
no
|
cellular
| 23 |
jul
| 127 | 8 | -1 | 0 |
unknown
| 0no
|
51 |
unemployed
|
single
|
tertiary
|
no
| 1,594 |
no
|
no
|
telephone
| 4 |
feb
| 197 | 1 | -1 | 0 |
unknown
| 0no
|
46 |
technician
|
married
|
tertiary
|
no
| 342 |
yes
|
yes
|
cellular
| 5 |
may
| 84 | 1 | -1 | 0 |
unknown
| 0no
|
50 |
services
|
single
|
secondary
|
no
| 72 |
no
|
no
|
unknown
| 8 |
may
| 141 | 2 | -1 | 0 |
unknown
| 0no
|
32 |
blue-collar
|
married
|
secondary
|
no
| 14 |
yes
|
no
|
unknown
| 2 |
jun
| 171 | 1 | -1 | 0 |
unknown
| 0no
|
26 |
entrepreneur
|
single
|
tertiary
|
no
| 81 |
no
|
no
|
cellular
| 21 |
jul
| 262 | 3 | -1 | 0 |
unknown
| 0no
|
41 |
self-employed
|
married
|
tertiary
|
no
| 231 |
no
|
no
|
cellular
| 7 |
aug
| 352 | 2 | -1 | 0 |
unknown
| 1yes
|
39 |
technician
|
married
|
tertiary
|
no
| 1,161 |
yes
|
no
|
cellular
| 9 |
apr
| 236 | 1 | 336 | 1 |
failure
| 0no
|
31 |
blue-collar
|
married
|
secondary
|
no
| -45 |
yes
|
no
|
unknown
| 2 |
jun
| 184 | 1 | -1 | 0 |
unknown
| 0no
|
28 |
management
|
single
|
tertiary
|
no
| 231 |
yes
|
yes
|
cellular
| 25 |
jul
| 568 | 2 | -1 | 0 |
unknown
| 0no
|
31 |
management
|
single
|
secondary
|
no
| 36 |
no
|
no
|
cellular
| 27 |
aug
| 105 | 2 | -1 | 0 |
unknown
| 0no
|
30 |
technician
|
married
|
tertiary
|
no
| 1,570 |
yes
|
no
|
cellular
| 26 |
may
| 260 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
technician
|
married
|
tertiary
|
no
| 7,050 |
no
|
no
|
cellular
| 11 |
aug
| 222 | 3 | 182 | 4 |
success
| 1yes
|
33 |
blue-collar
|
married
|
primary
|
no
| 3,704 |
yes
|
no
|
unknown
| 6 |
jun
| 447 | 2 | -1 | 0 |
unknown
| 0no
|
30 |
technician
|
single
|
tertiary
|
no
| 6,619 |
yes
|
no
|
cellular
| 21 |
aug
| 239 | 8 | -1 | 0 |
unknown
| 0no
|
32 |
blue-collar
|
single
|
secondary
|
no
| -84 |
yes
|
no
|
cellular
| 11 |
may
| 426 | 1 | -1 | 0 |
unknown
| 0no
|
40 |
management
|
single
|
tertiary
|
no
| 1,509 |
no
|
no
|
cellular
| 12 |
may
| 333 | 1 | 58 | 3 |
failure
| 0no
|
31 |
self-employed
|
married
|
tertiary
|
no
| 1,134 |
no
|
no
|
cellular
| 6 |
feb
| 174 | 2 | -1 | 0 |
unknown
| 0no
|
36 |
technician
|
married
|
secondary
|
no
| 146 |
yes
|
yes
|
unknown
| 15 |
may
| 284 | 2 | -1 | 0 |
unknown
| 0no
|
33 |
management
|
single
|
tertiary
|
no
| 9,449 |
yes
|
no
|
cellular
| 8 |
may
| 428 | 1 | -1 | 0 |
unknown
| 0no
|
57 |
retired
|
married
|
secondary
|
no
| 374 |
yes
|
yes
|
cellular
| 16 |
jul
| 236 | 1 | -1 | 0 |
unknown
| 0no
|
45 |
technician
|
married
|
secondary
|
no
| 88 |
no
|
no
|
cellular
| 29 |
aug
| 150 | 2 | -1 | 0 |
unknown
| 0no
|
59 |
management
|
married
|
tertiary
|
no
| 2,764 |
no
|
no
|
cellular
| 24 |
dec
| 237 | 1 | 206 | 2 |
failure
| 0no
|
30 |
management
|
single
|
tertiary
|
no
| 2 |
yes
|
yes
|
cellular
| 25 |
jul
| 1,031 | 8 | -1 | 0 |
unknown
| 1yes
|
33 |
technician
|
married
|
tertiary
|
no
| 8,023 |
no
|
no
|
cellular
| 30 |
nov
| 107 | 1 | 105 | 3 |
failure
| 0no
|
52 |
blue-collar
|
married
|
secondary
|
no
| 289 |
yes
|
no
|
unknown
| 21 |
may
| 45 | 13 | -1 | 0 |
unknown
| 0no
|
83 |
retired
|
married
|
secondary
|
no
| 0 |
no
|
no
|
cellular
| 18 |
mar
| 140 | 10 | -1 | 0 |
unknown
| 0no
|
58 |
self-employed
|
divorced
|
tertiary
|
no
| 1,382 |
no
|
no
|
unknown
| 9 |
jun
| 700 | 1 | -1 | 0 |
unknown
| 1yes
|
33 |
management
|
divorced
|
tertiary
|
yes
| 280 |
no
|
yes
|
cellular
| 18 |
nov
| 155 | 1 | -1 | 0 |
unknown
| 0no
|
41 |
blue-collar
|
divorced
|
primary
|
no
| 2,195 |
yes
|
no
|
unknown
| 3 |
jun
| 211 | 5 | -1 | 0 |
unknown
| 0no
|
31 |
self-employed
|
married
|
secondary
|
no
| 33 |
no
|
no
|
cellular
| 6 |
aug
| 165 | 4 | -1 | 0 |
unknown
| 0no
|
35 |
blue-collar
|
divorced
|
secondary
|
no
| 275 |
no
|
yes
|
cellular
| 10 |
jul
| 144 | 5 | -1 | 0 |
unknown
| 0no
|
27 |
management
|
single
|
tertiary
|
no
| 703 |
yes
|
no
|
unknown
| 5 |
jun
| 590 | 3 | -1 | 0 |
unknown
| 1yes
|
57 |
admin.
|
divorced
|
unknown
|
no
| 887 |
no
|
no
|
unknown
| 20 |
jun
| 43 | 8 | -1 | 0 |
unknown
| 0no
|
56 |
unknown
|
married
|
unknown
|
no
| 0 |
no
|
no
|
unknown
| 20 |
jun
| 471 | 2 | -1 | 0 |
unknown
| 0no
|
53 |
admin.
|
single
|
secondary
|
no
| 1,178 |
yes
|
no
|
unknown
| 15 |
may
| 295 | 2 | -1 | 0 |
unknown
| 0no
|
39 |
management
|
married
|
tertiary
|
no
| 2,763 |
yes
|
no
|
unknown
| 2 |
jun
| 526 | 2 | -1 | 0 |
unknown
| 1yes
|
32 |
entrepreneur
|
single
|
tertiary
|
no
| 890 |
yes
|
yes
|
cellular
| 28 |
aug
| 27 | 10 | -1 | 0 |
unknown
| 0no
|
46 |
self-employed
|
married
|
secondary
|
no
| 548 |
no
|
no
|
cellular
| 12 |
aug
| 1,181 | 4 | -1 | 0 |
unknown
| 1yes
|
56 |
technician
|
married
|
tertiary
|
no
| 272 |
no
|
no
|
cellular
| 26 |
aug
| 103 | 2 | -1 | 0 |
unknown
| 0no
|
46 |
management
|
divorced
|
tertiary
|
no
| 6,269 |
yes
|
no
|
telephone
| 18 |
nov
| 249 | 3 | 112 | 2 |
failure
| 0no
|
29 |
entrepreneur
|
married
|
secondary
|
no
| 178 |
yes
|
no
|
cellular
| 5 |
may
| 231 | 4 | -1 | 0 |
unknown
| 0no
|
60 |
management
|
married
|
primary
|
no
| 252 |
yes
|
yes
|
cellular
| 13 |
apr
| 123 | 2 | 147 | 3 |
failure
| 0no
|
33 |
housemaid
|
single
|
tertiary
|
no
| 23,663 |
yes
|
no
|
cellular
| 16 |
apr
| 199 | 2 | 146 | 2 |
failure
| 0no
|
27 |
entrepreneur
|
single
|
tertiary
|
no
| 81 |
no
|
no
|
cellular
| 5 |
feb
| 197 | 1 | 199 | 3 |
failure
| 0no
|
50 |
self-employed
|
divorced
|
tertiary
|
no
| 59 |
yes
|
no
|
unknown
| 28 |
may
| 67 | 2 | -1 | 0 |
unknown
| 0no
|
45 |
services
|
married
|
secondary
|
no
| 1,343 |
no
|
yes
|
cellular
| 8 |
jul
| 220 | 1 | -1 | 0 |
unknown
| 0no
|
58 |
retired
|
married
|
secondary
|
no
| 225 |
no
|
no
|
cellular
| 7 |
aug
| 122 | 6 | -1 | 0 |
unknown
| 0no
|
59 |
retired
|
married
|
primary
|
no
| 0 |
yes
|
no
|
unknown
| 26 |
may
| 104 | 7 | -1 | 0 |
unknown
| 0no
|
58 |
retired
|
divorced
|
primary
|
no
| 2,538 |
yes
|
no
|
cellular
| 31 |
jul
| 307 | 6 | -1 | 0 |
unknown
| 0no
|
64 |
retired
|
married
|
primary
|
no
| 43 |
no
|
no
|
cellular
| 11 |
mar
| 117 | 1 | 91 | 1 |
success
| 0no
|
47 |
technician
|
married
|
secondary
|
no
| 57 |
no
|
no
|
cellular
| 5 |
may
| 253 | 1 | 342 | 1 |
success
| 0no
|
40 |
management
|
married
|
tertiary
|
no
| -117 |
yes
|
no
|
cellular
| 17 |
jul
| 770 | 2 | -1 | 0 |
unknown
| 0no
|
36 |
technician
|
divorced
|
secondary
|
no
| 666 |
yes
|
yes
|
cellular
| 3 |
apr
| 190 | 1 | 133 | 1 |
other
| 0no
|
28 |
management
|
single
|
tertiary
|
no
| 0 |
yes
|
no
|
cellular
| 16 |
jul
| 767 | 5 | -1 | 0 |
unknown
| 1yes
|
38 |
technician
|
single
|
tertiary
|
no
| 25 |
yes
|
no
|
cellular
| 1 |
jun
| 232 | 2 | -1 | 0 |
unknown
| 1yes
|
53 |
entrepreneur
|
married
|
primary
|
no
| 1,034 |
yes
|
no
|
cellular
| 19 |
nov
| 854 | 2 | 170 | 3 |
other
| 0no
|
46 |
blue-collar
|
single
|
secondary
|
no
| 324 |
yes
|
no
|
unknown
| 30 |
may
| 293 | 6 | -1 | 0 |
unknown
| 0no
|
54 |
technician
|
married
|
secondary
|
no
| 0 |
no
|
no
|
telephone
| 16 |
nov
| 986 | 1 | 94 | 8 |
failure
| 0no
|
32 |
management
|
married
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 19 |
nov
| 66 | 1 | -1 | 0 |
unknown
| 0no
|
55 |
management
|
married
|
primary
|
no
| 621 |
no
|
yes
|
cellular
| 2 |
feb
| 114 | 1 | 208 | 1 |
failure
| 0no
|
55 |
retired
|
divorced
|
secondary
|
no
| 138 |
no
|
no
|
cellular
| 17 |
jul
| 205 | 1 | -1 | 0 |
unknown
| 0no
|
56 |
technician
|
married
|
secondary
|
no
| 4,063 |
no
|
yes
|
telephone
| 28 |
jul
| 31 | 4 | -1 | 0 |
unknown
| 0no
|
40 |
blue-collar
|
married
|
secondary
|
no
| 11,084 |
no
|
no
|
unknown
| 11 |
jun
| 113 | 1 | -1 | 0 |
unknown
| 0no
|
44 |
technician
|
married
|
secondary
|
no
| 310 |
yes
|
no
|
cellular
| 6 |
feb
| 200 | 1 | 253 | 1 |
failure
| 0no
|
32 |
entrepreneur
|
married
|
unknown
|
no
| 73 |
yes
|
no
|
cellular
| 21 |
nov
| 158 | 1 | 135 | 1 |
failure
| 0no
|
33 |
management
|
married
|
tertiary
|
no
| 1,808 |
yes
|
no
|
unknown
| 4 |
jun
| 99 | 4 | -1 | 0 |
unknown
| 0no
|
41 |
unemployed
|
divorced
|
secondary
|
no
| 1,281 |
no
|
no
|
cellular
| 31 |
jul
| 45 | 3 | -1 | 0 |
unknown
| 0no
|
37 |
technician
|
married
|
secondary
|
no
| 64 |
yes
|
no
|
cellular
| 12 |
may
| 239 | 4 | 278 | 2 |
other
| 0no
|
58 |
management
|
single
|
tertiary
|
no
| 2 |
yes
|
no
|
telephone
| 11 |
may
| 168 | 3 | -1 | 0 |
unknown
| 0no
|
52 |
blue-collar
|
married
|
secondary
|
no
| 60 |
no
|
yes
|
cellular
| 26 |
aug
| 196 | 2 | -1 | 0 |
unknown
| 0no
|
49 |
services
|
single
|
secondary
|
no
| 133 |
no
|
no
|
unknown
| 11 |
jun
| 319 | 6 | -1 | 0 |
unknown
| 0no
|
44 |
housemaid
|
married
|
primary
|
no
| 3,706 |
no
|
no
|
unknown
| 17 |
jun
| 209 | 3 | -1 | 0 |
unknown
| 0no
|
28 |
admin.
|
single
|
unknown
|
no
| 174 |
no
|
no
|
cellular
| 28 |
sep
| 184 | 1 | -1 | 0 |
unknown
| 0no
|
31 |
technician
|
married
|
secondary
|
no
| 251 |
no
|
yes
|
cellular
| 29 |
aug
| 156 | 2 | -1 | 0 |
unknown
| 0no
|
37 |
self-employed
|
married
|
secondary
|
no
| 4,153 |
yes
|
no
|
cellular
| 31 |
jul
| 35 | 16 | -1 | 0 |
unknown
| 0no
|
30 |
technician
|
single
|
tertiary
|
no
| 985 |
yes
|
no
|
cellular
| 19 |
feb
| 88 | 2 | -1 | 0 |
unknown
| 0no
|
28 |
services
|
single
|
secondary
|
no
| 168 |
no
|
no
|
cellular
| 1 |
jun
| 347 | 3 | 140 | 2 |
success
| 1yes
|
46 |
services
|
married
|
secondary
|
no
| 1,550 |
yes
|
no
|
cellular
| 16 |
apr
| 126 | 2 | 149 | 8 |
failure
| 0no
|
47 |
management
|
married
|
tertiary
|
no
| 7,708 |
yes
|
no
|
cellular
| 21 |
nov
| 157 | 5 | -1 | 0 |
unknown
| 0no
|
35 |
blue-collar
|
married
|
primary
|
no
| -12 |
yes
|
no
|
unknown
| 12 |
may
| 212 | 5 | -1 | 0 |
unknown
| 0no
|
80 |
management
|
married
|
primary
|
no
| 6,483 |
no
|
no
|
telephone
| 19 |
oct
| 123 | 1 | -1 | 0 |
unknown
| 0no
|
30 |
technician
|
single
|
tertiary
|
no
| 60 |
yes
|
yes
|
unknown
| 7 |
may
| 306 | 5 | -1 | 0 |
unknown
| 0no
|
55 |
technician
|
single
|
secondary
|
no
| 3,339 |
yes
|
no
|
unknown
| 2 |
jun
| 63 | 1 | -1 | 0 |
unknown
| 0no
|
22 |
student
|
single
|
tertiary
|
no
| 1,161 |
no
|
yes
|
cellular
| 16 |
jun
| 119 | 1 | -1 | 0 |
unknown
| 0no
|
33 |
blue-collar
|
single
|
primary
|
no
| 599 |
yes
|
no
|
unknown
| 21 |
may
| 29 | 1 | -1 | 0 |
unknown
| 0no
|
53 |
entrepreneur
|
married
|
unknown
|
no
| 28 |
no
|
no
|
cellular
| 31 |
jul
| 117 | 2 | -1 | 0 |
unknown
| 0no
|
49 |
management
|
married
|
tertiary
|
no
| 1,430 |
no
|
no
|
cellular
| 18 |
nov
| 231 | 2 | -1 | 0 |
unknown
| 0no
|
51 |
retired
|
married
|
secondary
|
no
| 35 |
no
|
yes
|
cellular
| 8 |
jul
| 123 | 4 | -1 | 0 |
unknown
| 0no
|
41 |
self-employed
|
married
|
tertiary
|
no
| 6,000 |
yes
|
no
|
cellular
| 18 |
nov
| 265 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
technician
|
married
|
secondary
|
no
| 0 |
yes
|
no
|
cellular
| 15 |
jul
| 144 | 1 | -1 | 0 |
unknown
| 0no
|
36 |
blue-collar
|
single
|
secondary
|
no
| 340 |
no
|
yes
|
unknown
| 16 |
jun
| 559 | 3 | -1 | 0 |
unknown
| 0no
|
35 |
entrepreneur
|
married
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 5 |
may
| 74 | 1 | 168 | 4 |
failure
| 0no
|
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