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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
35 |
technician
|
divorced
|
tertiary
|
no
| 4,515 |
yes
|
no
|
cellular
| 19 |
nov
| 98 | 2 | -1 | 0 |
unknown
| 0no
|
28 |
blue-collar
|
single
|
secondary
|
no
| 517 |
no
|
yes
|
cellular
| 8 |
jul
| 681 | 1 | -1 | 0 |
unknown
| 1yes
|
27 |
blue-collar
|
single
|
secondary
|
no
| 148 |
no
|
no
|
cellular
| 22 |
jul
| 203 | 1 | -1 | 0 |
unknown
| 0no
|
48 |
retired
|
married
|
primary
|
yes
| -285 |
no
|
yes
|
cellular
| 19 |
nov
| 157 | 1 | -1 | 0 |
unknown
| 0no
|
50 |
blue-collar
|
married
|
secondary
|
no
| 887 |
no
|
no
|
unknown
| 16 |
jun
| 287 | 1 | -1 | 0 |
unknown
| 0no
|
45 |
self-employed
|
married
|
secondary
|
no
| 3,098 |
yes
|
no
|
cellular
| 7 |
aug
| 159 | 2 | -1 | 0 |
unknown
| 0no
|
41 |
technician
|
married
|
tertiary
|
no
| 744 |
yes
|
no
|
unknown
| 14 |
may
| 125 | 1 | -1 | 0 |
unknown
| 0no
|
39 |
technician
|
married
|
secondary
|
no
| 130 |
no
|
no
|
cellular
| 8 |
jul
| 202 | 2 | -1 | 0 |
unknown
| 0no
|
44 |
management
|
married
|
secondary
|
no
| 438 |
yes
|
no
|
telephone
| 8 |
may
| 37 | 3 | 303 | 1 |
failure
| 0no
|
54 |
admin.
|
married
|
secondary
|
no
| 0 |
no
|
no
|
cellular
| 28 |
jan
| 161 | 1 | 98 | 2 |
failure
| 1yes
|
49 |
management
|
married
|
tertiary
|
no
| 322 |
no
|
no
|
cellular
| 6 |
aug
| 72 | 4 | -1 | 0 |
unknown
| 0no
|
34 |
blue-collar
|
single
|
secondary
|
no
| 186 |
no
|
no
|
cellular
| 2 |
feb
| 342 | 1 | -1 | 0 |
unknown
| 0no
|
75 |
retired
|
divorced
|
tertiary
|
no
| 3,810 |
yes
|
no
|
cellular
| 16 |
nov
| 262 | 1 | 183 | 1 |
failure
| 1yes
|
42 |
management
|
married
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 13 |
aug
| 325 | 2 | -1 | 0 |
unknown
| 0no
|
53 |
blue-collar
|
married
|
secondary
|
no
| 4,380 |
no
|
no
|
telephone
| 19 |
aug
| 223 | 7 | -1 | 0 |
unknown
| 0no
|
49 |
management
|
divorced
|
tertiary
|
no
| 755 |
no
|
no
|
cellular
| 31 |
jul
| 1,212 | 4 | -1 | 0 |
unknown
| 1yes
|
31 |
services
|
single
|
secondary
|
no
| 2,070 |
no
|
no
|
cellular
| 29 |
aug
| 319 | 2 | -1 | 0 |
unknown
| 0no
|
45 |
blue-collar
|
single
|
primary
|
no
| 999 |
no
|
no
|
cellular
| 29 |
jan
| 182 | 2 | -1 | 0 |
unknown
| 0no
|
39 |
self-employed
|
married
|
secondary
|
no
| 167 |
yes
|
yes
|
cellular
| 17 |
jul
| 330 | 1 | -1 | 0 |
unknown
| 0no
|
46 |
technician
|
married
|
secondary
|
no
| 1,322 |
yes
|
yes
|
cellular
| 19 |
nov
| 514 | 1 | -1 | 0 |
unknown
| 0no
|
42 |
admin.
|
divorced
|
secondary
|
no
| 1,076 |
yes
|
no
|
unknown
| 14 |
may
| 213 | 1 | -1 | 0 |
unknown
| 0no
|
37 |
management
|
married
|
tertiary
|
no
| 502 |
yes
|
no
|
cellular
| 7 |
may
| 551 | 1 | 351 | 1 |
failure
| 0no
|
26 |
technician
|
single
|
tertiary
|
no
| 1,216 |
yes
|
no
|
cellular
| 16 |
apr
| 472 | 2 | -1 | 0 |
unknown
| 0no
|
37 |
management
|
single
|
tertiary
|
no
| 876 |
yes
|
no
|
cellular
| 15 |
apr
| 140 | 4 | 327 | 2 |
failure
| 0no
|
36 |
services
|
single
|
secondary
|
no
| 342 |
yes
|
no
|
unknown
| 7 |
may
| 142 | 1 | -1 | 0 |
unknown
| 0no
|
29 |
blue-collar
|
single
|
primary
|
no
| 950 |
yes
|
no
|
unknown
| 4 |
jun
| 135 | 3 | -1 | 0 |
unknown
| 0no
|
36 |
blue-collar
|
married
|
primary
|
no
| 973 |
yes
|
yes
|
unknown
| 23 |
may
| 293 | 1 | -1 | 0 |
unknown
| 0no
|
26 |
technician
|
married
|
tertiary
|
no
| 3,825 |
yes
|
no
|
unknown
| 13 |
may
| 107 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
blue-collar
|
married
|
secondary
|
no
| 2,366 |
yes
|
no
|
unknown
| 20 |
may
| 127 | 2 | -1 | 0 |
unknown
| 0no
|
40 |
management
|
married
|
tertiary
|
no
| 542 |
yes
|
no
|
cellular
| 20 |
nov
| 1,816 | 1 | -1 | 0 |
unknown
| 0no
|
53 |
management
|
married
|
primary
|
no
| 995 |
no
|
no
|
cellular
| 4 |
feb
| 200 | 3 | -1 | 0 |
unknown
| 0no
|
29 |
management
|
married
|
tertiary
|
no
| 20 |
yes
|
no
|
cellular
| 12 |
may
| 418 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
technician
|
single
|
tertiary
|
no
| 228 |
yes
|
no
|
cellular
| 22 |
jul
| 387 | 4 | -1 | 0 |
unknown
| 0no
|
43 |
blue-collar
|
married
|
secondary
|
no
| 130 |
no
|
no
|
cellular
| 5 |
may
| 156 | 1 | 337 | 3 |
failure
| 0no
|
56 |
management
|
married
|
tertiary
|
no
| 217 |
no
|
yes
|
cellular
| 21 |
jul
| 121 | 2 | -1 | 0 |
unknown
| 0no
|
55 |
entrepreneur
|
divorced
|
tertiary
|
no
| 0 |
no
|
no
|
unknown
| 6 |
jun
| 108 | 2 | -1 | 0 |
unknown
| 0no
|
31 |
self-employed
|
married
|
tertiary
|
no
| 259 |
yes
|
no
|
cellular
| 7 |
may
| 47 | 1 | -1 | 0 |
unknown
| 0no
|
27 |
admin.
|
single
|
secondary
|
no
| 619 |
yes
|
no
|
cellular
| 20 |
apr
| 16 | 5 | 322 | 4 |
other
| 0no
|
36 |
management
|
married
|
secondary
|
no
| 644 |
yes
|
no
|
cellular
| 18 |
nov
| 54 | 2 | -1 | 0 |
unknown
| 0no
|
44 |
management
|
married
|
tertiary
|
no
| 22 |
yes
|
no
|
cellular
| 6 |
aug
| 265 | 2 | -1 | 0 |
unknown
| 0no
|
37 |
admin.
|
divorced
|
tertiary
|
no
| 4,303 |
yes
|
no
|
unknown
| 23 |
may
| 168 | 1 | -1 | 0 |
unknown
| 0no
|
30 |
admin.
|
single
|
secondary
|
no
| 239 |
yes
|
no
|
cellular
| 7 |
may
| 115 | 3 | -1 | 0 |
unknown
| 0no
|
42 |
technician
|
single
|
secondary
|
no
| 275 |
no
|
no
|
cellular
| 26 |
aug
| 31 | 8 | -1 | 0 |
unknown
| 0no
|
30 |
management
|
married
|
tertiary
|
no
| 1,221 |
yes
|
no
|
telephone
| 25 |
jul
| 279 | 4 | -1 | 0 |
unknown
| 1yes
|
62 |
retired
|
married
|
secondary
|
no
| 816 |
no
|
no
|
cellular
| 1 |
sep
| 28 | 2 | -1 | 0 |
unknown
| 0no
|
24 |
blue-collar
|
married
|
secondary
|
no
| 1,222 |
yes
|
no
|
cellular
| 20 |
apr
| 369 | 1 | -1 | 0 |
unknown
| 0no
|
31 |
technician
|
married
|
secondary
|
no
| 2,363 |
yes
|
no
|
unknown
| 13 |
may
| 247 | 1 | -1 | 0 |
unknown
| 0no
|
66 |
retired
|
married
|
tertiary
|
no
| 2,262 |
no
|
no
|
cellular
| 22 |
apr
| 155 | 1 | -1 | 0 |
unknown
| 0no
|
47 |
admin.
|
married
|
secondary
|
no
| 2 |
no
|
no
|
cellular
| 10 |
jul
| 89 | 1 | -1 | 0 |
unknown
| 0no
|
39 |
entrepreneur
|
married
|
tertiary
|
no
| 2 |
yes
|
no
|
cellular
| 17 |
nov
| 180 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
technician
|
married
|
secondary
|
no
| 4,508 |
yes
|
no
|
cellular
| 18 |
nov
| 854 | 1 | -1 | 0 |
unknown
| 1yes
|
35 |
admin.
|
divorced
|
secondary
|
no
| -402 |
yes
|
no
|
cellular
| 17 |
apr
| 46 | 1 | -1 | 0 |
unknown
| 0no
|
27 |
technician
|
married
|
secondary
|
no
| 1,577 |
yes
|
yes
|
unknown
| 28 |
may
| 266 | 2 | -1 | 0 |
unknown
| 0no
|
32 |
blue-collar
|
married
|
secondary
|
no
| 34 |
yes
|
no
|
cellular
| 5 |
may
| 321 | 2 | -1 | 0 |
unknown
| 0no
|
44 |
management
|
married
|
tertiary
|
no
| 795 |
no
|
no
|
cellular
| 28 |
aug
| 99 | 24 | -1 | 0 |
unknown
| 0no
|
42 |
blue-collar
|
married
|
secondary
|
no
| 117 |
yes
|
no
|
unknown
| 9 |
may
| 147 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
self-employed
|
single
|
tertiary
|
no
| 5,462 |
no
|
no
|
cellular
| 30 |
apr
| 430 | 1 | -1 | 0 |
unknown
| 1yes
|
25 |
services
|
single
|
secondary
|
no
| 402 |
no
|
yes
|
cellular
| 7 |
jul
| 264 | 1 | -1 | 0 |
unknown
| 0no
|
40 |
technician
|
single
|
secondary
|
no
| 641 |
no
|
no
|
cellular
| 16 |
jul
| 156 | 6 | -1 | 0 |
unknown
| 0no
|
43 |
management
|
divorced
|
tertiary
|
no
| 36 |
no
|
no
|
cellular
| 26 |
may
| 118 | 1 | 102 | 2 |
failure
| 0no
|
55 |
unemployed
|
married
|
tertiary
|
no
| 383 |
no
|
no
|
unknown
| 6 |
may
| 343 | 3 | -1 | 0 |
unknown
| 0no
|
50 |
blue-collar
|
married
|
secondary
|
no
| 283 |
yes
|
no
|
cellular
| 7 |
aug
| 226 | 3 | -1 | 0 |
unknown
| 0no
|
45 |
management
|
divorced
|
tertiary
|
no
| 0 |
no
|
no
|
unknown
| 1 |
jun
| 5 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
blue-collar
|
divorced
|
secondary
|
no
| 3,102 |
yes
|
no
|
cellular
| 20 |
nov
| 138 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
blue-collar
|
married
|
secondary
|
no
| 889 |
yes
|
no
|
cellular
| 10 |
sep
| 185 | 1 | 99 | 5 |
success
| 1yes
|
59 |
housemaid
|
married
|
secondary
|
no
| 0 |
no
|
no
|
telephone
| 3 |
feb
| 722 | 1 | 99 | 4 |
failure
| 0no
|
34 |
self-employed
|
married
|
secondary
|
no
| -370 |
yes
|
no
|
unknown
| 21 |
may
| 748 | 1 | -1 | 0 |
unknown
| 0no
|
39 |
management
|
married
|
tertiary
|
no
| -606 |
yes
|
no
|
unknown
| 26 |
may
| 142 | 1 | -1 | 0 |
unknown
| 0no
|
40 |
management
|
single
|
secondary
|
no
| 10,378 |
yes
|
no
|
cellular
| 17 |
nov
| 523 | 3 | -1 | 0 |
unknown
| 0no
|
36 |
blue-collar
|
single
|
primary
|
no
| 1,313 |
yes
|
no
|
unknown
| 20 |
jun
| 8 | 10 | -1 | 0 |
unknown
| 0no
|
40 |
management
|
married
|
tertiary
|
no
| 8,969 |
yes
|
no
|
cellular
| 17 |
nov
| 153 | 1 | -1 | 0 |
unknown
| 0no
|
55 |
self-employed
|
married
|
secondary
|
no
| -196 |
yes
|
no
|
unknown
| 20 |
may
| 210 | 2 | -1 | 0 |
unknown
| 0no
|
38 |
entrepreneur
|
married
|
secondary
|
yes
| 15 |
yes
|
no
|
cellular
| 10 |
jul
| 121 | 1 | -1 | 0 |
unknown
| 0no
|
61 |
admin.
|
married
|
secondary
|
no
| 4,608 |
no
|
no
|
cellular
| 12 |
mar
| 212 | 1 | -1 | 0 |
unknown
| 1yes
|
41 |
management
|
married
|
tertiary
|
no
| 666 |
yes
|
no
|
unknown
| 21 |
may
| 253 | 3 | -1 | 0 |
unknown
| 0no
|
57 |
blue-collar
|
married
|
primary
|
no
| 452 |
yes
|
no
|
unknown
| 13 |
may
| 139 | 4 | -1 | 0 |
unknown
| 0no
|
48 |
blue-collar
|
married
|
secondary
|
no
| 149 |
yes
|
no
|
unknown
| 9 |
may
| 71 | 1 | -1 | 0 |
unknown
| 0no
|
77 |
retired
|
married
|
tertiary
|
no
| 7,802 |
no
|
no
|
telephone
| 4 |
may
| 421 | 1 | 92 | 2 |
success
| 1yes
|
35 |
services
|
married
|
secondary
|
no
| 1,453 |
yes
|
no
|
unknown
| 28 |
may
| 199 | 1 | -1 | 0 |
unknown
| 0no
|
54 |
blue-collar
|
married
|
secondary
|
no
| 1,480 |
yes
|
no
|
unknown
| 14 |
may
| 108 | 1 | -1 | 0 |
unknown
| 0no
|
37 |
management
|
single
|
unknown
|
no
| 715 |
yes
|
no
|
unknown
| 20 |
may
| 247 | 2 | -1 | 0 |
unknown
| 0no
|
56 |
management
|
single
|
secondary
|
no
| 237 |
yes
|
no
|
telephone
| 9 |
jul
| 236 | 4 | -1 | 0 |
unknown
| 0no
|
40 |
technician
|
married
|
secondary
|
no
| 694 |
yes
|
no
|
cellular
| 4 |
feb
| 97 | 4 | 196 | 5 |
failure
| 0no
|
40 |
management
|
married
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 14 |
jul
| 109 | 8 | -1 | 0 |
unknown
| 0no
|
54 |
management
|
married
|
tertiary
|
no
| 55 |
yes
|
no
|
cellular
| 2 |
jun
| 112 | 2 | -1 | 0 |
unknown
| 0no
|
55 |
housemaid
|
married
|
primary
|
no
| 136 |
yes
|
no
|
unknown
| 19 |
jun
| 15 | 10 | -1 | 0 |
unknown
| 0no
|
55 |
services
|
divorced
|
secondary
|
yes
| -404 |
yes
|
no
|
cellular
| 22 |
jul
| 502 | 3 | -1 | 0 |
unknown
| 0no
|
52 |
blue-collar
|
married
|
primary
|
no
| 779 |
yes
|
no
|
unknown
| 16 |
may
| 30 | 3 | -1 | 0 |
unknown
| 0no
|
55 |
blue-collar
|
single
|
primary
|
no
| 1,187 |
yes
|
no
|
unknown
| 2 |
jun
| 193 | 2 | -1 | 0 |
unknown
| 0no
|
33 |
management
|
married
|
tertiary
|
no
| 641 |
yes
|
no
|
cellular
| 13 |
aug
| 347 | 2 | -1 | 0 |
unknown
| 0no
|
52 |
blue-collar
|
married
|
unknown
|
no
| 826 |
yes
|
no
|
unknown
| 15 |
may
| 468 | 2 | -1 | 0 |
unknown
| 0no
|
33 |
services
|
divorced
|
secondary
|
no
| 991 |
yes
|
no
|
unknown
| 27 |
may
| 148 | 1 | -1 | 0 |
unknown
| 0no
|
53 |
admin.
|
married
|
secondary
|
no
| 1,796 |
no
|
no
|
telephone
| 16 |
mar
| 295 | 1 | 91 | 2 |
success
| 1yes
|
46 |
admin.
|
married
|
secondary
|
no
| 22 |
no
|
no
|
cellular
| 26 |
aug
| 388 | 6 | -1 | 0 |
unknown
| 1yes
|
44 |
technician
|
single
|
secondary
|
no
| 244 |
yes
|
no
|
cellular
| 12 |
aug
| 1,735 | 4 | -1 | 0 |
unknown
| 1yes
|
48 |
management
|
divorced
|
tertiary
|
no
| 1,328 |
yes
|
no
|
unknown
| 6 |
may
| 339 | 1 | -1 | 0 |
unknown
| 0no
|
50 |
housemaid
|
married
|
secondary
|
no
| 7,317 |
yes
|
no
|
cellular
| 13 |
may
| 172 | 1 | 370 | 1 |
failure
| 0no
|
34 |
technician
|
single
|
secondary
|
no
| 4,943 |
yes
|
yes
|
cellular
| 19 |
nov
| 117 | 2 | -1 | 0 |
unknown
| 0no
|
38 |
technician
|
single
|
secondary
|
no
| 258 |
no
|
yes
|
unknown
| 20 |
jun
| 587 | 2 | -1 | 0 |
unknown
| 0no
|
42 |
management
|
single
|
tertiary
|
no
| 515 |
yes
|
no
|
cellular
| 19 |
nov
| 501 | 2 | -1 | 0 |
unknown
| 0no
|
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