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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
59 |
retired
|
married
|
primary
|
no
| 0 |
no
|
no
|
cellular
| 5 |
jun
| 493 | 2 | -1 | 0 |
unknown
| 1yes
|
49 |
blue-collar
|
married
|
primary
|
no
| 371 |
yes
|
no
|
cellular
| 31 |
jul
| 18 | 44 | -1 | 0 |
unknown
| 0no
|
33 |
blue-collar
|
single
|
primary
|
no
| 1 |
yes
|
no
|
cellular
| 20 |
apr
| 257 | 1 | -1 | 0 |
unknown
| 0no
|
46 |
technician
|
single
|
secondary
|
no
| 834 |
yes
|
no
|
cellular
| 11 |
jul
| 196 | 2 | -1 | 0 |
unknown
| 0no
|
55 |
entrepreneur
|
married
|
primary
|
no
| 298 |
yes
|
no
|
unknown
| 8 |
may
| 144 | 3 | -1 | 0 |
unknown
| 0no
|
49 |
services
|
married
|
tertiary
|
no
| 306 |
yes
|
no
|
cellular
| 18 |
aug
| 285 | 7 | -1 | 0 |
unknown
| 0no
|
51 |
technician
|
married
|
secondary
|
no
| 143 |
yes
|
no
|
unknown
| 16 |
may
| 627 | 1 | -1 | 0 |
unknown
| 0no
|
27 |
admin.
|
married
|
secondary
|
no
| 186 |
yes
|
no
|
unknown
| 27 |
may
| 136 | 2 | -1 | 0 |
unknown
| 0no
|
44 |
technician
|
married
|
secondary
|
no
| 5,597 |
no
|
no
|
unknown
| 20 |
jun
| 27 | 3 | -1 | 0 |
unknown
| 0no
|
40 |
services
|
single
|
secondary
|
no
| 1,547 |
yes
|
no
|
cellular
| 12 |
may
| 88 | 2 | 173 | 1 |
success
| 0no
|
36 |
management
|
married
|
tertiary
|
no
| 1,852 |
no
|
no
|
unknown
| 8 |
may
| 362 | 1 | -1 | 0 |
unknown
| 0no
|
46 |
admin.
|
single
|
secondary
|
no
| 1,790 |
yes
|
no
|
unknown
| 5 |
jun
| 214 | 5 | -1 | 0 |
unknown
| 0no
|
30 |
services
|
single
|
secondary
|
no
| 20 |
yes
|
no
|
cellular
| 20 |
apr
| 404 | 6 | 340 | 1 |
failure
| 0no
|
35 |
admin.
|
married
|
secondary
|
no
| 8,652 |
yes
|
no
|
unknown
| 24 |
jun
| 103 | 6 | -1 | 0 |
unknown
| 0no
|
31 |
technician
|
single
|
secondary
|
no
| 1,626 |
no
|
no
|
cellular
| 7 |
may
| 356 | 2 | 286 | 3 |
failure
| 0no
|
37 |
admin.
|
married
|
secondary
|
no
| 749 |
no
|
no
|
cellular
| 21 |
apr
| 219 | 1 | -1 | 0 |
unknown
| 0no
|
49 |
blue-collar
|
married
|
unknown
|
no
| 51 |
yes
|
no
|
unknown
| 7 |
may
| 984 | 1 | -1 | 0 |
unknown
| 0no
|
27 |
services
|
single
|
secondary
|
yes
| -1 |
no
|
no
|
cellular
| 22 |
jul
| 60 | 2 | -1 | 0 |
unknown
| 0no
|
32 |
blue-collar
|
married
|
secondary
|
no
| -32 |
yes
|
no
|
cellular
| 12 |
may
| 145 | 1 | -1 | 0 |
unknown
| 0no
|
70 |
retired
|
divorced
|
secondary
|
no
| 6,850 |
no
|
no
|
telephone
| 5 |
mar
| 252 | 3 | 183 | 1 |
failure
| 0no
|
22 |
technician
|
single
|
secondary
|
no
| 333 |
no
|
yes
|
telephone
| 12 |
nov
| 129 | 1 | -1 | 0 |
unknown
| 0no
|
58 |
blue-collar
|
married
|
secondary
|
no
| -27 |
no
|
yes
|
telephone
| 31 |
jul
| 77 | 13 | -1 | 0 |
unknown
| 0no
|
33 |
blue-collar
|
married
|
secondary
|
no
| 932 |
yes
|
no
|
unknown
| 21 |
may
| 226 | 1 | -1 | 0 |
unknown
| 0no
|
83 |
retired
|
divorced
|
primary
|
no
| 0 |
no
|
no
|
telephone
| 31 |
may
| 664 | 1 | 77 | 3 |
success
| 0no
|
50 |
management
|
divorced
|
tertiary
|
no
| 100 |
yes
|
yes
|
cellular
| 13 |
may
| 157 | 1 | 299 | 3 |
failure
| 0no
|
53 |
blue-collar
|
married
|
secondary
|
no
| -626 |
yes
|
no
|
cellular
| 9 |
jul
| 205 | 1 | -1 | 0 |
unknown
| 0no
|
37 |
management
|
single
|
tertiary
|
no
| 9 |
no
|
no
|
cellular
| 26 |
aug
| 484 | 2 | -1 | 0 |
unknown
| 0no
|
55 |
services
|
divorced
|
primary
|
no
| 653 |
no
|
no
|
unknown
| 6 |
jun
| 800 | 1 | -1 | 0 |
unknown
| 0no
|
49 |
admin.
|
married
|
secondary
|
no
| 3,608 |
yes
|
no
|
unknown
| 13 |
nov
| 231 | 1 | -1 | 0 |
unknown
| 1yes
|
41 |
blue-collar
|
married
|
primary
|
no
| 293 |
yes
|
yes
|
cellular
| 7 |
may
| 102 | 1 | -1 | 0 |
unknown
| 0no
|
40 |
management
|
single
|
tertiary
|
no
| 36 |
yes
|
no
|
unknown
| 27 |
may
| 240 | 3 | -1 | 0 |
unknown
| 0no
|
48 |
management
|
married
|
tertiary
|
no
| 263 |
yes
|
no
|
unknown
| 5 |
may
| 350 | 2 | -1 | 0 |
unknown
| 0no
|
27 |
student
|
single
|
secondary
|
no
| 8,366 |
no
|
no
|
cellular
| 7 |
may
| 458 | 2 | 349 | 1 |
other
| 0no
|
30 |
management
|
single
|
tertiary
|
no
| 2,186 |
yes
|
no
|
unknown
| 3 |
jun
| 366 | 1 | -1 | 0 |
unknown
| 0no
|
37 |
entrepreneur
|
single
|
secondary
|
no
| 20,453 |
yes
|
no
|
telephone
| 4 |
may
| 115 | 1 | -1 | 0 |
unknown
| 0no
|
37 |
services
|
single
|
secondary
|
no
| 105 |
no
|
yes
|
unknown
| 17 |
jun
| 260 | 4 | -1 | 0 |
unknown
| 0no
|
40 |
blue-collar
|
married
|
secondary
|
no
| 440 |
yes
|
no
|
unknown
| 5 |
jun
| 327 | 2 | -1 | 0 |
unknown
| 0no
|
73 |
retired
|
married
|
unknown
|
no
| 519 |
no
|
no
|
telephone
| 16 |
oct
| 434 | 1 | 57 | 1 |
failure
| 1yes
|
50 |
management
|
married
|
tertiary
|
no
| 19,447 |
yes
|
yes
|
cellular
| 21 |
nov
| 166 | 1 | -1 | 0 |
unknown
| 0no
|
53 |
blue-collar
|
married
|
primary
|
no
| 225 |
no
|
no
|
cellular
| 18 |
jul
| 171 | 7 | -1 | 0 |
unknown
| 0no
|
47 |
blue-collar
|
married
|
secondary
|
no
| 2,548 |
yes
|
no
|
cellular
| 11 |
may
| 577 | 1 | 368 | 1 |
other
| 0no
|
33 |
technician
|
divorced
|
secondary
|
no
| 0 |
no
|
no
|
cellular
| 21 |
aug
| 224 | 8 | -1 | 0 |
unknown
| 0no
|
50 |
blue-collar
|
married
|
unknown
|
no
| 2,284 |
yes
|
no
|
telephone
| 31 |
jul
| 1,088 | 17 | -1 | 0 |
unknown
| 1yes
|
51 |
blue-collar
|
married
|
primary
|
no
| 40 |
yes
|
no
|
cellular
| 13 |
may
| 79 | 1 | 370 | 1 |
failure
| 0no
|
42 |
housemaid
|
divorced
|
tertiary
|
no
| 364 |
no
|
no
|
cellular
| 18 |
nov
| 52 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
technician
|
single
|
secondary
|
no
| 174 |
no
|
no
|
telephone
| 11 |
may
| 259 | 4 | -1 | 0 |
unknown
| 0no
|
44 |
technician
|
married
|
secondary
|
no
| 10,888 |
yes
|
no
|
cellular
| 5 |
aug
| 163 | 1 | -1 | 0 |
unknown
| 0no
|
32 |
admin.
|
married
|
secondary
|
no
| 0 |
yes
|
yes
|
cellular
| 17 |
nov
| 159 | 2 | 195 | 2 |
failure
| 0no
|
60 |
retired
|
married
|
tertiary
|
no
| 225 |
no
|
no
|
cellular
| 19 |
aug
| 54 | 2 | -1 | 0 |
unknown
| 0no
|
60 |
retired
|
divorced
|
tertiary
|
no
| 2,131 |
no
|
no
|
cellular
| 10 |
jul
| 421 | 6 | -1 | 0 |
unknown
| 0no
|
29 |
blue-collar
|
single
|
secondary
|
no
| -20 |
no
|
yes
|
cellular
| 21 |
jul
| 574 | 1 | -1 | 0 |
unknown
| 1yes
|
39 |
management
|
single
|
secondary
|
no
| 36 |
no
|
no
|
cellular
| 29 |
aug
| 70 | 2 | -1 | 0 |
unknown
| 0no
|
47 |
blue-collar
|
married
|
primary
|
no
| 2,642 |
no
|
no
|
cellular
| 13 |
aug
| 310 | 2 | -1 | 0 |
unknown
| 0no
|
30 |
admin.
|
married
|
tertiary
|
no
| 400 |
yes
|
no
|
cellular
| 7 |
may
| 223 | 1 | -1 | 0 |
unknown
| 0no
|
31 |
technician
|
single
|
tertiary
|
no
| 1,214 |
no
|
no
|
cellular
| 3 |
feb
| 39 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
management
|
single
|
tertiary
|
no
| -292 |
yes
|
no
|
cellular
| 19 |
aug
| 181 | 6 | -1 | 0 |
unknown
| 0no
|
51 |
admin.
|
married
|
secondary
|
no
| 1,415 |
yes
|
no
|
unknown
| 2 |
jun
| 151 | 3 | -1 | 0 |
unknown
| 0no
|
38 |
blue-collar
|
married
|
secondary
|
no
| 213 |
yes
|
no
|
unknown
| 16 |
jun
| 270 | 15 | -1 | 0 |
unknown
| 0no
|
47 |
admin.
|
single
|
secondary
|
no
| 2,540 |
no
|
no
|
cellular
| 18 |
nov
| 110 | 5 | -1 | 0 |
unknown
| 0no
|
46 |
housemaid
|
single
|
tertiary
|
no
| 3,232 |
no
|
no
|
telephone
| 15 |
jun
| 94 | 2 | -1 | 0 |
unknown
| 0no
|
33 |
management
|
married
|
tertiary
|
no
| 296 |
no
|
no
|
cellular
| 16 |
jul
| 90 | 2 | -1 | 0 |
unknown
| 0no
|
30 |
management
|
married
|
tertiary
|
no
| 42 |
no
|
no
|
cellular
| 25 |
aug
| 115 | 6 | -1 | 0 |
unknown
| 0no
|
40 |
technician
|
married
|
secondary
|
no
| 697 |
no
|
no
|
cellular
| 24 |
jun
| 220 | 2 | 219 | 2 |
other
| 0no
|
38 |
blue-collar
|
single
|
secondary
|
no
| 13,156 |
yes
|
no
|
cellular
| 17 |
apr
| 291 | 4 | 331 | 1 |
failure
| 0no
|
63 |
retired
|
divorced
|
secondary
|
no
| 1,490 |
no
|
no
|
cellular
| 8 |
jun
| 506 | 1 | -1 | 0 |
unknown
| 1yes
|
33 |
management
|
married
|
tertiary
|
no
| 150 |
no
|
no
|
cellular
| 21 |
aug
| 151 | 2 | -1 | 0 |
unknown
| 0no
|
59 |
retired
|
married
|
secondary
|
no
| 0 |
no
|
no
|
unknown
| 5 |
jun
| 812 | 1 | -1 | 0 |
unknown
| 1yes
|
29 |
management
|
single
|
tertiary
|
no
| 4,210 |
yes
|
no
|
cellular
| 18 |
may
| 119 | 1 | -1 | 0 |
unknown
| 0no
|
54 |
services
|
divorced
|
secondary
|
no
| 1,012 |
yes
|
no
|
cellular
| 12 |
may
| 33 | 3 | 175 | 2 |
other
| 0no
|
57 |
technician
|
married
|
secondary
|
no
| 16,063 |
yes
|
no
|
unknown
| 30 |
may
| 352 | 3 | -1 | 0 |
unknown
| 0no
|
57 |
blue-collar
|
married
|
primary
|
no
| 5,431 |
yes
|
yes
|
unknown
| 6 |
may
| 383 | 1 | -1 | 0 |
unknown
| 0no
|
28 |
services
|
single
|
secondary
|
no
| 317 |
yes
|
no
|
unknown
| 16 |
may
| 21 | 3 | -1 | 0 |
unknown
| 0no
|
30 |
technician
|
single
|
secondary
|
no
| 4,787 |
yes
|
no
|
cellular
| 18 |
nov
| 266 | 1 | 167 | 2 |
failure
| 0no
|
28 |
blue-collar
|
married
|
secondary
|
no
| 225 |
yes
|
yes
|
unknown
| 7 |
may
| 866 | 2 | -1 | 0 |
unknown
| 0no
|
45 |
services
|
divorced
|
primary
|
no
| 3,854 |
yes
|
no
|
unknown
| 20 |
jun
| 10 | 3 | -1 | 0 |
unknown
| 0no
|
29 |
services
|
divorced
|
secondary
|
no
| 92 |
yes
|
no
|
cellular
| 7 |
may
| 240 | 1 | -1 | 0 |
unknown
| 0no
|
42 |
blue-collar
|
married
|
primary
|
no
| -10 |
yes
|
no
|
unknown
| 9 |
may
| 291 | 4 | -1 | 0 |
unknown
| 0no
|
31 |
blue-collar
|
married
|
secondary
|
no
| -617 |
yes
|
no
|
unknown
| 2 |
jun
| 115 | 2 | -1 | 0 |
unknown
| 0no
|
59 |
housemaid
|
divorced
|
primary
|
no
| 195 |
no
|
no
|
unknown
| 5 |
may
| 366 | 2 | -1 | 0 |
unknown
| 0no
|
41 |
blue-collar
|
married
|
primary
|
no
| 1,172 |
yes
|
no
|
unknown
| 15 |
may
| 153 | 1 | -1 | 0 |
unknown
| 0no
|
57 |
housemaid
|
married
|
secondary
|
no
| 0 |
no
|
no
|
cellular
| 22 |
aug
| 197 | 2 | -1 | 0 |
unknown
| 0no
|
43 |
services
|
divorced
|
secondary
|
no
| 0 |
no
|
no
|
cellular
| 31 |
jul
| 106 | 4 | -1 | 0 |
unknown
| 0no
|
30 |
services
|
divorced
|
secondary
|
no
| -94 |
yes
|
no
|
cellular
| 14 |
jul
| 41 | 2 | -1 | 0 |
unknown
| 0no
|
26 |
admin.
|
single
|
secondary
|
no
| 609 |
no
|
no
|
telephone
| 28 |
jan
| 112 | 1 | -1 | 0 |
unknown
| 0no
|
52 |
management
|
single
|
tertiary
|
no
| 4 |
no
|
yes
|
cellular
| 28 |
jul
| 30 | 9 | -1 | 0 |
unknown
| 0no
|
32 |
entrepreneur
|
divorced
|
secondary
|
no
| 1,121 |
yes
|
yes
|
cellular
| 16 |
apr
| 211 | 3 | -1 | 0 |
unknown
| 0no
|
39 |
management
|
divorced
|
tertiary
|
no
| 355 |
yes
|
no
|
cellular
| 25 |
aug
| 313 | 5 | -1 | 0 |
unknown
| 0no
|
31 |
blue-collar
|
married
|
secondary
|
no
| 3,653 |
yes
|
yes
|
cellular
| 21 |
nov
| 252 | 1 | 168 | 4 |
failure
| 0no
|
83 |
retired
|
divorced
|
primary
|
no
| 1,097 |
no
|
no
|
telephone
| 5 |
mar
| 181 | 1 | -1 | 0 |
unknown
| 1yes
|
34 |
management
|
married
|
tertiary
|
no
| 436 |
no
|
yes
|
cellular
| 28 |
jul
| 118 | 4 | -1 | 0 |
unknown
| 0no
|
40 |
blue-collar
|
married
|
secondary
|
no
| 4,795 |
yes
|
no
|
cellular
| 17 |
apr
| 57 | 1 | -1 | 0 |
unknown
| 0no
|
39 |
self-employed
|
married
|
secondary
|
no
| 266 |
no
|
no
|
cellular
| 11 |
may
| 102 | 2 | -1 | 0 |
unknown
| 0no
|
50 |
unemployed
|
married
|
secondary
|
no
| 3,357 |
no
|
no
|
cellular
| 9 |
jun
| 239 | 4 | -1 | 0 |
unknown
| 1yes
|
30 |
technician
|
married
|
tertiary
|
no
| 101 |
yes
|
yes
|
cellular
| 7 |
jul
| 187 | 3 | -1 | 0 |
unknown
| 0no
|
43 |
blue-collar
|
married
|
secondary
|
no
| 10,910 |
yes
|
no
|
cellular
| 15 |
may
| 66 | 2 | -1 | 0 |
unknown
| 0no
|
49 |
blue-collar
|
married
|
secondary
|
no
| 1,568 |
no
|
no
|
unknown
| 21 |
may
| 206 | 6 | -1 | 0 |
unknown
| 0no
|
41 |
retired
|
single
|
primary
|
no
| 0 |
no
|
no
|
cellular
| 8 |
may
| 239 | 1 | 368 | 2 |
failure
| 0no
|
35 |
blue-collar
|
married
|
secondary
|
no
| 305 |
yes
|
no
|
cellular
| 18 |
may
| 7 | 7 | 367 | 25 |
failure
| 0no
|
57 |
retired
|
married
|
tertiary
|
no
| 31 |
no
|
no
|
cellular
| 19 |
aug
| 260 | 2 | -1 | 0 |
unknown
| 0no
|
29 |
entrepreneur
|
married
|
secondary
|
no
| 452 |
yes
|
no
|
unknown
| 27 |
may
| 347 | 1 | -1 | 0 |
unknown
| 0no
|
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