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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
45 |
admin.
|
married
|
secondary
|
no
| 644 |
no
|
yes
|
telephone
| 22 |
jul
| 92 | 1 | -1 | 0 |
unknown
| 0no
|
43 |
management
|
married
|
secondary
|
no
| -26 |
yes
|
no
|
unknown
| 16 |
may
| 343 | 1 | -1 | 0 |
unknown
| 0no
|
27 |
services
|
single
|
secondary
|
no
| 3,354 |
yes
|
no
|
cellular
| 14 |
may
| 493 | 5 | -1 | 0 |
unknown
| 0no
|
33 |
management
|
single
|
tertiary
|
no
| 23 |
no
|
no
|
cellular
| 20 |
aug
| 216 | 3 | -1 | 0 |
unknown
| 0no
|
37 |
admin.
|
married
|
secondary
|
no
| 7 |
yes
|
no
|
cellular
| 27 |
may
| 224 | 7 | 105 | 1 |
other
| 0no
|
60 |
admin.
|
married
|
secondary
|
no
| 3,735 |
no
|
no
|
cellular
| 22 |
dec
| 190 | 1 | 188 | 9 |
success
| 1yes
|
51 |
self-employed
|
married
|
unknown
|
no
| 2,094 |
no
|
no
|
cellular
| 8 |
jun
| 458 | 6 | -1 | 0 |
unknown
| 1yes
|
44 |
blue-collar
|
married
|
secondary
|
no
| 508 |
yes
|
no
|
cellular
| 20 |
apr
| 222 | 1 | 154 | 1 |
failure
| 0no
|
48 |
management
|
married
|
unknown
|
no
| 0 |
yes
|
no
|
cellular
| 8 |
may
| 612 | 1 | 344 | 1 |
other
| 0no
|
57 |
blue-collar
|
married
|
primary
|
no
| 93 |
yes
|
no
|
telephone
| 17 |
apr
| 137 | 1 | -1 | 0 |
unknown
| 0no
|
29 |
technician
|
single
|
tertiary
|
no
| 0 |
yes
|
no
|
unknown
| 7 |
may
| 104 | 2 | -1 | 0 |
unknown
| 0no
|
50 |
services
|
married
|
secondary
|
no
| 26,394 |
no
|
no
|
cellular
| 25 |
aug
| 206 | 4 | -1 | 0 |
unknown
| 0no
|
36 |
services
|
married
|
secondary
|
no
| -11 |
yes
|
no
|
cellular
| 30 |
jul
| 172 | 28 | -1 | 0 |
unknown
| 0no
|
49 |
technician
|
married
|
tertiary
|
no
| 523 |
yes
|
no
|
cellular
| 3 |
mar
| 152 | 2 | -1 | 0 |
unknown
| 1yes
|
49 |
technician
|
married
|
secondary
|
yes
| -74 |
yes
|
no
|
cellular
| 19 |
nov
| 114 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
management
|
married
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 11 |
jul
| 89 | 1 | -1 | 0 |
unknown
| 0no
|
39 |
technician
|
single
|
secondary
|
no
| 122 |
yes
|
no
|
unknown
| 2 |
jun
| 158 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
blue-collar
|
married
|
primary
|
no
| 351 |
no
|
yes
|
cellular
| 14 |
jul
| 326 | 11 | -1 | 0 |
unknown
| 0no
|
57 |
self-employed
|
married
|
secondary
|
no
| 35 |
no
|
yes
|
unknown
| 26 |
jun
| 215 | 3 | -1 | 0 |
unknown
| 0no
|
37 |
technician
|
divorced
|
secondary
|
no
| 2,610 |
yes
|
no
|
cellular
| 13 |
may
| 53 | 1 | -1 | 0 |
unknown
| 0no
|
25 |
services
|
single
|
secondary
|
no
| 64 |
no
|
no
|
cellular
| 21 |
jul
| 71 | 11 | -1 | 0 |
unknown
| 0no
|
43 |
blue-collar
|
married
|
primary
|
no
| 60 |
no
|
no
|
cellular
| 8 |
may
| 487 | 2 | 367 | 2 |
other
| 0no
|
37 |
blue-collar
|
married
|
secondary
|
no
| 342 |
yes
|
no
|
cellular
| 12 |
may
| 340 | 2 | 175 | 1 |
failure
| 0no
|
36 |
blue-collar
|
single
|
tertiary
|
no
| 1,830 |
no
|
no
|
cellular
| 14 |
oct
| 183 | 1 | 91 | 11 |
failure
| 0no
|
49 |
management
|
divorced
|
tertiary
|
no
| 1,904 |
no
|
yes
|
cellular
| 17 |
nov
| 131 | 2 | -1 | 0 |
unknown
| 0no
|
38 |
management
|
single
|
tertiary
|
no
| 16,957 |
yes
|
no
|
telephone
| 29 |
jan
| 208 | 1 | 247 | 2 |
failure
| 0no
|
39 |
management
|
divorced
|
tertiary
|
no
| 26 |
no
|
no
|
unknown
| 18 |
jun
| 311 | 5 | -1 | 0 |
unknown
| 0no
|
40 |
management
|
married
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 10 |
nov
| 147 | 1 | 96 | 8 |
success
| 1yes
|
34 |
admin.
|
married
|
secondary
|
no
| 79 |
yes
|
no
|
unknown
| 23 |
may
| 83 | 1 | -1 | 0 |
unknown
| 0no
|
39 |
blue-collar
|
married
|
primary
|
no
| 2,303 |
yes
|
no
|
unknown
| 17 |
jun
| 775 | 3 | -1 | 0 |
unknown
| 1yes
|
53 |
blue-collar
|
married
|
secondary
|
no
| 65 |
no
|
no
|
cellular
| 28 |
aug
| 25 | 18 | -1 | 0 |
unknown
| 0no
|
44 |
management
|
married
|
tertiary
|
no
| 332 |
yes
|
no
|
cellular
| 23 |
jul
| 497 | 5 | -1 | 0 |
unknown
| 0no
|
32 |
technician
|
divorced
|
secondary
|
no
| -399 |
yes
|
no
|
unknown
| 2 |
jun
| 180 | 1 | -1 | 0 |
unknown
| 0no
|
50 |
technician
|
divorced
|
secondary
|
no
| -54 |
yes
|
yes
|
cellular
| 13 |
may
| 698 | 2 | 292 | 1 |
failure
| 1yes
|
29 |
services
|
married
|
primary
|
no
| -102 |
no
|
no
|
unknown
| 4 |
jul
| 134 | 1 | -1 | 0 |
unknown
| 0no
|
55 |
unemployed
|
married
|
tertiary
|
no
| 4,809 |
yes
|
no
|
cellular
| 21 |
nov
| 223 | 2 | 186 | 3 |
other
| 0no
|
73 |
retired
|
married
|
primary
|
no
| 279 |
no
|
no
|
cellular
| 28 |
jan
| 399 | 3 | -1 | 0 |
unknown
| 1yes
|
52 |
technician
|
married
|
secondary
|
no
| 11 |
yes
|
no
|
unknown
| 13 |
may
| 420 | 1 | -1 | 0 |
unknown
| 0no
|
49 |
services
|
married
|
secondary
|
no
| 2,201 |
yes
|
no
|
unknown
| 15 |
may
| 233 | 3 | -1 | 0 |
unknown
| 0no
|
63 |
retired
|
married
|
primary
|
no
| 8,044 |
no
|
no
|
cellular
| 12 |
nov
| 702 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
admin.
|
married
|
secondary
|
no
| 2,374 |
yes
|
no
|
cellular
| 9 |
nov
| 161 | 1 | 209 | 2 |
failure
| 1yes
|
32 |
admin.
|
single
|
secondary
|
no
| 92 |
yes
|
no
|
cellular
| 18 |
may
| 110 | 1 | 315 | 2 |
failure
| 0no
|
49 |
housemaid
|
married
|
tertiary
|
no
| 443 |
no
|
no
|
cellular
| 8 |
aug
| 27 | 6 | -1 | 0 |
unknown
| 0no
|
40 |
blue-collar
|
married
|
primary
|
no
| 1,397 |
yes
|
no
|
telephone
| 12 |
may
| 58 | 2 | 334 | 1 |
failure
| 0no
|
53 |
entrepreneur
|
married
|
unknown
|
no
| 7 |
no
|
no
|
cellular
| 20 |
nov
| 68 | 1 | -1 | 0 |
unknown
| 0no
|
53 |
technician
|
married
|
tertiary
|
no
| 3,177 |
no
|
no
|
cellular
| 8 |
aug
| 92 | 2 | -1 | 0 |
unknown
| 0no
|
43 |
blue-collar
|
married
|
primary
|
no
| 232 |
no
|
yes
|
cellular
| 15 |
may
| 45 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
management
|
single
|
secondary
|
no
| 81 |
yes
|
no
|
cellular
| 29 |
jan
| 79 | 1 | -1 | 0 |
unknown
| 0no
|
35 |
services
|
single
|
secondary
|
no
| 414 |
yes
|
no
|
cellular
| 20 |
apr
| 11 | 5 | 319 | 2 |
other
| 0no
|
25 |
student
|
single
|
tertiary
|
no
| 1,433 |
yes
|
no
|
cellular
| 15 |
may
| 520 | 1 | -1 | 0 |
unknown
| 0no
|
31 |
technician
|
single
|
unknown
|
no
| 187 |
no
|
no
|
cellular
| 17 |
jul
| 86 | 1 | -1 | 0 |
unknown
| 0no
|
48 |
management
|
married
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 28 |
aug
| 16 | 16 | -1 | 0 |
unknown
| 0no
|
40 |
housemaid
|
married
|
secondary
|
no
| 4,610 |
no
|
no
|
cellular
| 14 |
aug
| 154 | 2 | -1 | 0 |
unknown
| 0no
|
46 |
blue-collar
|
married
|
primary
|
no
| 1,429 |
yes
|
no
|
unknown
| 14 |
may
| 91 | 1 | -1 | 0 |
unknown
| 0no
|
30 |
services
|
single
|
secondary
|
no
| 334 |
no
|
no
|
cellular
| 29 |
jan
| 389 | 2 | -1 | 0 |
unknown
| 0no
|
47 |
services
|
married
|
secondary
|
no
| 2 |
no
|
yes
|
cellular
| 21 |
jul
| 71 | 15 | -1 | 0 |
unknown
| 0no
|
23 |
services
|
single
|
secondary
|
no
| 500 |
yes
|
no
|
unknown
| 4 |
jun
| 111 | 3 | -1 | 0 |
unknown
| 0no
|
29 |
technician
|
married
|
tertiary
|
no
| 43 |
yes
|
no
|
unknown
| 20 |
may
| 68 | 2 | -1 | 0 |
unknown
| 0no
|
38 |
technician
|
married
|
secondary
|
no
| 4,030 |
yes
|
no
|
cellular
| 19 |
nov
| 75 | 2 | 177 | 5 |
failure
| 0no
|
56 |
housemaid
|
married
|
primary
|
no
| 306 |
no
|
yes
|
cellular
| 8 |
jul
| 212 | 1 | -1 | 0 |
unknown
| 0no
|
52 |
admin.
|
married
|
secondary
|
no
| 0 |
no
|
no
|
cellular
| 22 |
apr
| 91 | 2 | 275 | 1 |
failure
| 0no
|
55 |
retired
|
married
|
secondary
|
no
| 168 |
no
|
no
|
cellular
| 19 |
aug
| 79 | 2 | -1 | 0 |
unknown
| 0no
|
43 |
entrepreneur
|
married
|
tertiary
|
no
| 210 |
no
|
no
|
cellular
| 29 |
jul
| 646 | 2 | -1 | 0 |
unknown
| 0no
|
34 |
blue-collar
|
married
|
secondary
|
no
| 518 |
yes
|
no
|
cellular
| 11 |
may
| 206 | 1 | -1 | 0 |
unknown
| 0no
|
43 |
management
|
single
|
tertiary
|
no
| 1,696 |
yes
|
no
|
cellular
| 26 |
aug
| 257 | 1 | 474 | 3 |
failure
| 1yes
|
55 |
services
|
married
|
secondary
|
no
| -31 |
no
|
yes
|
cellular
| 13 |
aug
| 81 | 2 | -1 | 0 |
unknown
| 0no
|
34 |
blue-collar
|
married
|
secondary
|
no
| 856 |
yes
|
no
|
cellular
| 20 |
apr
| 470 | 1 | 150 | 5 |
other
| 0no
|
34 |
management
|
single
|
tertiary
|
no
| 318 |
yes
|
no
|
unknown
| 9 |
may
| 133 | 2 | -1 | 0 |
unknown
| 0no
|
43 |
self-employed
|
married
|
tertiary
|
no
| 64 |
no
|
no
|
unknown
| 6 |
jun
| 230 | 2 | -1 | 0 |
unknown
| 0no
|
39 |
blue-collar
|
married
|
primary
|
no
| 800 |
yes
|
no
|
cellular
| 19 |
nov
| 76 | 6 | -1 | 0 |
unknown
| 0no
|
39 |
technician
|
single
|
unknown
|
no
| 75 |
no
|
no
|
unknown
| 6 |
jun
| 26 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
technician
|
single
|
secondary
|
no
| 347 |
yes
|
no
|
cellular
| 6 |
feb
| 154 | 2 | 197 | 6 |
failure
| 0no
|
55 |
management
|
married
|
tertiary
|
no
| 2,366 |
yes
|
yes
|
cellular
| 30 |
jul
| 94 | 4 | -1 | 0 |
unknown
| 0no
|
67 |
retired
|
married
|
tertiary
|
no
| 701 |
no
|
no
|
cellular
| 6 |
aug
| 254 | 2 | -1 | 0 |
unknown
| 1yes
|
34 |
entrepreneur
|
married
|
tertiary
|
no
| 475 |
yes
|
yes
|
cellular
| 9 |
jul
| 1,156 | 1 | -1 | 0 |
unknown
| 0no
|
47 |
blue-collar
|
married
|
secondary
|
no
| 3,285 |
no
|
no
|
cellular
| 31 |
jul
| 248 | 5 | -1 | 0 |
unknown
| 0no
|
33 |
blue-collar
|
married
|
primary
|
no
| 925 |
no
|
no
|
cellular
| 20 |
nov
| 884 | 3 | -1 | 0 |
unknown
| 0no
|
45 |
entrepreneur
|
married
|
secondary
|
no
| 128 |
no
|
yes
|
cellular
| 18 |
nov
| 275 | 2 | -1 | 0 |
unknown
| 0no
|
36 |
blue-collar
|
married
|
secondary
|
no
| 1,587 |
yes
|
no
|
cellular
| 28 |
jul
| 200 | 2 | -1 | 0 |
unknown
| 0no
|
59 |
technician
|
divorced
|
secondary
|
no
| 879 |
yes
|
no
|
unknown
| 26 |
may
| 228 | 1 | -1 | 0 |
unknown
| 0no
|
33 |
services
|
married
|
secondary
|
no
| 478 |
no
|
no
|
cellular
| 30 |
apr
| 475 | 2 | -1 | 0 |
unknown
| 1yes
|
52 |
technician
|
divorced
|
secondary
|
no
| 280 |
no
|
no
|
cellular
| 14 |
jul
| 393 | 5 | -1 | 0 |
unknown
| 0no
|
53 |
blue-collar
|
married
|
primary
|
no
| 1,868 |
no
|
no
|
cellular
| 8 |
aug
| 156 | 4 | -1 | 0 |
unknown
| 0no
|
41 |
unemployed
|
married
|
primary
|
no
| 819 |
no
|
no
|
cellular
| 9 |
feb
| 244 | 3 | -1 | 0 |
unknown
| 0no
|
45 |
blue-collar
|
married
|
secondary
|
no
| 4,646 |
yes
|
no
|
unknown
| 13 |
may
| 118 | 1 | -1 | 0 |
unknown
| 0no
|
60 |
self-employed
|
single
|
secondary
|
no
| 27 |
no
|
no
|
cellular
| 22 |
aug
| 40 | 2 | -1 | 0 |
unknown
| 0no
|
32 |
blue-collar
|
married
|
secondary
|
no
| 736 |
yes
|
no
|
unknown
| 23 |
may
| 700 | 3 | -1 | 0 |
unknown
| 0no
|
28 |
management
|
single
|
tertiary
|
no
| 224 |
yes
|
no
|
cellular
| 2 |
feb
| 97 | 3 | -1 | 0 |
unknown
| 0no
|
31 |
technician
|
single
|
secondary
|
no
| 2,544 |
no
|
no
|
cellular
| 15 |
jul
| 252 | 1 | 184 | 3 |
success
| 1yes
|
53 |
blue-collar
|
married
|
secondary
|
no
| 427 |
no
|
yes
|
cellular
| 14 |
aug
| 360 | 4 | -1 | 0 |
unknown
| 0no
|
58 |
management
|
married
|
tertiary
|
no
| 2,764 |
no
|
no
|
cellular
| 17 |
nov
| 235 | 1 | -1 | 0 |
unknown
| 0no
|
38 |
blue-collar
|
married
|
secondary
|
no
| 376 |
yes
|
no
|
unknown
| 7 |
may
| 1,521 | 1 | -1 | 0 |
unknown
| 0no
|
46 |
management
|
married
|
tertiary
|
no
| 523 |
yes
|
no
|
cellular
| 6 |
may
| 105 | 4 | 366 | 2 |
failure
| 0no
|
53 |
entrepreneur
|
married
|
tertiary
|
no
| 71 |
no
|
yes
|
cellular
| 29 |
jan
| 86 | 1 | -1 | 0 |
unknown
| 0no
|
56 |
retired
|
married
|
secondary
|
no
| 3,948 |
no
|
no
|
cellular
| 3 |
apr
| 484 | 1 | 135 | 3 |
failure
| 0no
|
52 |
services
|
single
|
secondary
|
no
| 1,810 |
no
|
no
|
telephone
| 19 |
nov
| 117 | 1 | -1 | 0 |
unknown
| 0no
|
38 |
technician
|
married
|
secondary
|
no
| 994 |
no
|
no
|
unknown
| 9 |
jun
| 119 | 1 | -1 | 0 |
unknown
| 0no
|
37 |
services
|
married
|
primary
|
no
| 52 |
yes
|
no
|
unknown
| 7 |
may
| 359 | 1 | -1 | 0 |
unknown
| 0no
|
37 |
blue-collar
|
married
|
primary
|
no
| 11 |
no
|
no
|
telephone
| 30 |
jul
| 109 | 8 | -1 | 0 |
unknown
| 0no
|
37 |
technician
|
married
|
secondary
|
yes
| 0 |
no
|
no
|
unknown
| 18 |
jun
| 236 | 1 | -1 | 0 |
unknown
| 0no
|
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