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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
41 |
technician
|
married
|
secondary
|
no
| 0 |
no
|
no
|
cellular
| 29 |
aug
| 141 | 2 | -1 | 0 |
unknown
| 0no
|
30 |
management
|
married
|
tertiary
|
no
| 151 |
no
|
no
|
cellular
| 19 |
aug
| 82 | 4 | -1 | 0 |
unknown
| 0no
|
32 |
management
|
divorced
|
tertiary
|
no
| 883 |
yes
|
no
|
cellular
| 10 |
dec
| 798 | 1 | 185 | 5 |
other
| 1yes
|
27 |
services
|
single
|
secondary
|
no
| 266 |
no
|
yes
|
cellular
| 7 |
jul
| 232 | 1 | -1 | 0 |
unknown
| 0no
|
48 |
management
|
married
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 26 |
aug
| 60 | 5 | -1 | 0 |
unknown
| 0no
|
36 |
technician
|
married
|
tertiary
|
no
| 491 |
yes
|
no
|
unknown
| 8 |
may
| 103 | 3 | -1 | 0 |
unknown
| 0no
|
54 |
management
|
married
|
tertiary
|
no
| 3 |
no
|
yes
|
cellular
| 8 |
jul
| 443 | 1 | -1 | 0 |
unknown
| 0no
|
36 |
blue-collar
|
married
|
secondary
|
no
| 198 |
yes
|
no
|
unknown
| 9 |
may
| 400 | 2 | -1 | 0 |
unknown
| 0no
|
52 |
housemaid
|
married
|
secondary
|
no
| 14,363 |
no
|
no
|
unknown
| 5 |
jun
| 132 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
technician
|
divorced
|
secondary
|
no
| 0 |
yes
|
yes
|
cellular
| 18 |
aug
| 374 | 16 | -1 | 0 |
unknown
| 0no
|
43 |
technician
|
married
|
secondary
|
no
| 136 |
no
|
no
|
cellular
| 25 |
aug
| 363 | 7 | -1 | 0 |
unknown
| 1yes
|
32 |
management
|
single
|
tertiary
|
no
| 28 |
no
|
no
|
cellular
| 8 |
aug
| 111 | 2 | -1 | 0 |
unknown
| 0no
|
33 |
management
|
single
|
tertiary
|
no
| 335 |
no
|
no
|
cellular
| 29 |
aug
| 130 | 4 | -1 | 0 |
unknown
| 0no
|
51 |
housemaid
|
married
|
unknown
|
no
| 174 |
no
|
no
|
telephone
| 29 |
jul
| 308 | 3 | -1 | 0 |
unknown
| 0no
|
39 |
unemployed
|
married
|
secondary
|
no
| 270 |
yes
|
no
|
unknown
| 3 |
jun
| 116 | 1 | -1 | 0 |
unknown
| 0no
|
44 |
management
|
single
|
tertiary
|
no
| 1,206 |
no
|
no
|
cellular
| 9 |
jul
| 160 | 2 | -1 | 0 |
unknown
| 0no
|
49 |
housemaid
|
divorced
|
primary
|
no
| 198 |
yes
|
no
|
unknown
| 13 |
may
| 205 | 3 | -1 | 0 |
unknown
| 0no
|
25 |
technician
|
married
|
tertiary
|
no
| 914 |
yes
|
no
|
cellular
| 12 |
may
| 185 | 2 | -1 | 0 |
unknown
| 0no
|
39 |
self-employed
|
married
|
secondary
|
no
| 31 |
yes
|
no
|
cellular
| 20 |
nov
| 61 | 2 | 181 | 4 |
failure
| 0no
|
54 |
technician
|
married
|
secondary
|
no
| 0 |
no
|
no
|
telephone
| 14 |
aug
| 159 | 2 | 106 | 6 |
success
| 0no
|
32 |
management
|
single
|
tertiary
|
no
| 347 |
yes
|
no
|
cellular
| 18 |
may
| 213 | 1 | 264 | 6 |
failure
| 0no
|
36 |
management
|
married
|
tertiary
|
no
| 860 |
yes
|
no
|
unknown
| 20 |
may
| 294 | 15 | -1 | 0 |
unknown
| 0no
|
54 |
technician
|
married
|
secondary
|
no
| 89 |
yes
|
no
|
cellular
| 10 |
jul
| 140 | 3 | -1 | 0 |
unknown
| 0no
|
31 |
technician
|
married
|
secondary
|
no
| 0 |
yes
|
yes
|
cellular
| 28 |
jan
| 71 | 1 | 223 | 9 |
other
| 0no
|
45 |
services
|
married
|
secondary
|
no
| 0 |
no
|
yes
|
cellular
| 8 |
jul
| 47 | 7 | -1 | 0 |
unknown
| 0no
|
31 |
admin.
|
single
|
secondary
|
no
| 68 |
yes
|
no
|
cellular
| 16 |
apr
| 570 | 2 | -1 | 0 |
unknown
| 0no
|
45 |
technician
|
married
|
secondary
|
no
| -149 |
yes
|
no
|
cellular
| 14 |
jul
| 287 | 2 | -1 | 0 |
unknown
| 0no
|
33 |
services
|
divorced
|
secondary
|
no
| 2,411 |
yes
|
no
|
cellular
| 23 |
oct
| 130 | 1 | 161 | 1 |
failure
| 1yes
|
46 |
management
|
divorced
|
tertiary
|
no
| 225 |
yes
|
no
|
cellular
| 14 |
may
| 201 | 1 | 345 | 1 |
other
| 0no
|
43 |
unknown
|
single
|
tertiary
|
no
| 2,731 |
no
|
no
|
cellular
| 21 |
nov
| 11 | 7 | -1 | 0 |
unknown
| 0no
|
50 |
management
|
married
|
tertiary
|
no
| 112 |
yes
|
no
|
cellular
| 4 |
nov
| 70 | 5 | 85 | 5 |
other
| 0no
|
44 |
management
|
divorced
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 22 |
aug
| 54 | 2 | -1 | 0 |
unknown
| 0no
|
42 |
services
|
married
|
secondary
|
no
| 3,620 |
yes
|
no
|
unknown
| 27 |
may
| 22 | 16 | -1 | 0 |
unknown
| 0no
|
26 |
blue-collar
|
single
|
secondary
|
no
| 179 |
no
|
no
|
cellular
| 30 |
jul
| 103 | 3 | -1 | 0 |
unknown
| 0no
|
47 |
admin.
|
single
|
secondary
|
no
| 1,544 |
yes
|
no
|
cellular
| 6 |
apr
| 104 | 1 | 312 | 1 |
failure
| 0no
|
48 |
blue-collar
|
married
|
primary
|
no
| 199 |
no
|
no
|
telephone
| 18 |
aug
| 29 | 2 | -1 | 0 |
unknown
| 0no
|
60 |
blue-collar
|
married
|
unknown
|
no
| 231 |
yes
|
no
|
unknown
| 12 |
may
| 57 | 2 | -1 | 0 |
unknown
| 0no
|
27 |
admin.
|
divorced
|
secondary
|
no
| 76 |
yes
|
no
|
unknown
| 4 |
jun
| 236 | 1 | -1 | 0 |
unknown
| 0no
|
30 |
unemployed
|
single
|
tertiary
|
no
| 302 |
no
|
no
|
cellular
| 11 |
feb
| 528 | 3 | -1 | 0 |
unknown
| 1yes
|
28 |
admin.
|
single
|
secondary
|
no
| 189 |
yes
|
no
|
cellular
| 31 |
jul
| 68 | 2 | -1 | 0 |
unknown
| 0no
|
58 |
retired
|
married
|
primary
|
no
| 565 |
no
|
no
|
telephone
| 7 |
jul
| 876 | 1 | -1 | 0 |
unknown
| 1yes
|
37 |
entrepreneur
|
married
|
tertiary
|
no
| 310 |
no
|
no
|
cellular
| 1 |
sep
| 76 | 1 | -1 | 0 |
unknown
| 0no
|
36 |
services
|
married
|
secondary
|
no
| 1,746 |
yes
|
no
|
unknown
| 26 |
may
| 99 | 1 | -1 | 0 |
unknown
| 0no
|
39 |
technician
|
married
|
secondary
|
no
| 6 |
yes
|
no
|
cellular
| 18 |
may
| 122 | 3 | 357 | 4 |
failure
| 0no
|
52 |
unemployed
|
married
|
primary
|
no
| -110 |
no
|
yes
|
cellular
| 29 |
jan
| 141 | 1 | -1 | 0 |
unknown
| 0no
|
55 |
retired
|
married
|
secondary
|
no
| 2,749 |
yes
|
yes
|
unknown
| 29 |
may
| 58 | 2 | -1 | 0 |
unknown
| 0no
|
30 |
management
|
single
|
tertiary
|
no
| 6,495 |
no
|
no
|
cellular
| 30 |
mar
| 78 | 3 | -1 | 0 |
unknown
| 0no
|
36 |
blue-collar
|
single
|
secondary
|
no
| 35 |
yes
|
no
|
unknown
| 3 |
jun
| 435 | 3 | -1 | 0 |
unknown
| 0no
|
39 |
admin.
|
married
|
secondary
|
no
| -650 |
no
|
no
|
cellular
| 15 |
may
| 123 | 2 | 364 | 1 |
failure
| 0no
|
47 |
blue-collar
|
married
|
primary
|
no
| 292 |
no
|
yes
|
telephone
| 28 |
jul
| 210 | 3 | -1 | 0 |
unknown
| 0no
|
42 |
housemaid
|
single
|
primary
|
no
| 5,774 |
yes
|
no
|
unknown
| 15 |
may
| 54 | 2 | -1 | 0 |
unknown
| 0no
|
42 |
management
|
married
|
secondary
|
no
| 2,416 |
yes
|
no
|
unknown
| 20 |
may
| 138 | 4 | -1 | 0 |
unknown
| 0no
|
58 |
retired
|
married
|
secondary
|
no
| 35 |
no
|
no
|
cellular
| 29 |
jul
| 336 | 7 | -1 | 0 |
unknown
| 0no
|
68 |
retired
|
married
|
secondary
|
no
| 19,317 |
yes
|
no
|
cellular
| 4 |
aug
| 249 | 1 | -1 | 0 |
unknown
| 1yes
|
43 |
technician
|
married
|
secondary
|
no
| 50 |
no
|
no
|
unknown
| 28 |
may
| 63 | 1 | -1 | 0 |
unknown
| 0no
|
44 |
blue-collar
|
married
|
secondary
|
no
| -674 |
yes
|
no
|
unknown
| 5 |
may
| 257 | 1 | -1 | 0 |
unknown
| 0no
|
49 |
technician
|
married
|
tertiary
|
no
| 3,726 |
no
|
no
|
cellular
| 5 |
aug
| 875 | 2 | -1 | 0 |
unknown
| 1yes
|
57 |
retired
|
married
|
tertiary
|
no
| 1,180 |
yes
|
yes
|
unknown
| 14 |
may
| 191 | 2 | -1 | 0 |
unknown
| 0no
|
61 |
self-employed
|
divorced
|
tertiary
|
no
| 6,610 |
no
|
no
|
cellular
| 24 |
feb
| 481 | 2 | -1 | 0 |
unknown
| 1yes
|
36 |
admin.
|
single
|
secondary
|
no
| 319 |
yes
|
no
|
cellular
| 18 |
may
| 120 | 2 | -1 | 0 |
unknown
| 0no
|
31 |
blue-collar
|
married
|
secondary
|
no
| 1,545 |
yes
|
yes
|
cellular
| 13 |
may
| 207 | 1 | -1 | 0 |
unknown
| 0no
|
51 |
technician
|
married
|
tertiary
|
no
| 1,315 |
no
|
no
|
telephone
| 5 |
jun
| 303 | 2 | -1 | 0 |
unknown
| 0no
|
31 |
technician
|
single
|
tertiary
|
no
| 424 |
no
|
no
|
cellular
| 21 |
aug
| 93 | 2 | -1 | 0 |
unknown
| 0no
|
56 |
blue-collar
|
married
|
primary
|
no
| 151 |
no
|
no
|
cellular
| 3 |
feb
| 128 | 1 | -1 | 0 |
unknown
| 0no
|
30 |
technician
|
single
|
tertiary
|
no
| -970 |
no
|
yes
|
cellular
| 21 |
aug
| 194 | 2 | -1 | 0 |
unknown
| 0no
|
38 |
services
|
married
|
secondary
|
no
| -762 |
yes
|
yes
|
unknown
| 30 |
may
| 408 | 2 | -1 | 0 |
unknown
| 0no
|
35 |
services
|
married
|
secondary
|
no
| 181 |
yes
|
no
|
cellular
| 31 |
jul
| 5 | 3 | -1 | 0 |
unknown
| 0no
|
31 |
blue-collar
|
married
|
unknown
|
no
| -120 |
yes
|
no
|
cellular
| 17 |
jul
| 231 | 2 | -1 | 0 |
unknown
| 0no
|
39 |
admin.
|
divorced
|
secondary
|
no
| 1,022 |
yes
|
no
|
unknown
| 20 |
jun
| 20 | 3 | -1 | 0 |
unknown
| 0no
|
50 |
management
|
married
|
tertiary
|
no
| 78 |
yes
|
no
|
cellular
| 14 |
jan
| 218 | 3 | 161 | 9 |
other
| 0no
|
39 |
technician
|
married
|
tertiary
|
no
| 209 |
no
|
no
|
unknown
| 23 |
jul
| 36 | 2 | -1 | 0 |
unknown
| 0no
|
26 |
admin.
|
married
|
secondary
|
no
| 2,469 |
no
|
no
|
cellular
| 16 |
jul
| 136 | 8 | -1 | 0 |
unknown
| 0no
|
55 |
technician
|
married
|
secondary
|
no
| 0 |
no
|
no
|
cellular
| 19 |
nov
| 336 | 1 | -1 | 0 |
unknown
| 0no
|
43 |
blue-collar
|
divorced
|
primary
|
no
| 328 |
no
|
yes
|
cellular
| 8 |
jul
| 192 | 1 | -1 | 0 |
unknown
| 0no
|
34 |
housemaid
|
married
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 26 |
may
| 141 | 1 | 188 | 1 |
failure
| 0no
|
51 |
self-employed
|
married
|
primary
|
no
| 307 |
yes
|
yes
|
unknown
| 17 |
jun
| 65 | 2 | -1 | 0 |
unknown
| 0no
|
31 |
management
|
married
|
tertiary
|
no
| 1,384 |
yes
|
no
|
cellular
| 30 |
jan
| 203 | 2 | 2 | 3 |
other
| 0no
|
32 |
management
|
married
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 26 |
aug
| 104 | 9 | -1 | 0 |
unknown
| 0no
|
53 |
technician
|
married
|
secondary
|
no
| 719 |
yes
|
no
|
unknown
| 14 |
may
| 230 | 1 | -1 | 0 |
unknown
| 0no
|
44 |
management
|
divorced
|
tertiary
|
no
| 0 |
no
|
no
|
cellular
| 10 |
aug
| 71 | 1 | -1 | 0 |
unknown
| 0no
|
38 |
entrepreneur
|
married
|
tertiary
|
no
| 6,704 |
yes
|
no
|
unknown
| 21 |
may
| 205 | 2 | -1 | 0 |
unknown
| 0no
|
47 |
self-employed
|
married
|
tertiary
|
no
| 4,543 |
yes
|
no
|
unknown
| 14 |
may
| 162 | 1 | -1 | 0 |
unknown
| 0no
|
36 |
management
|
married
|
tertiary
|
no
| 0 |
yes
|
no
|
unknown
| 27 |
may
| 145 | 2 | -1 | 0 |
unknown
| 0no
|
30 |
management
|
single
|
tertiary
|
no
| 149 |
yes
|
no
|
unknown
| 3 |
jun
| 220 | 2 | -1 | 0 |
unknown
| 0no
|
46 |
blue-collar
|
married
|
secondary
|
no
| -1,400 |
yes
|
no
|
telephone
| 6 |
may
| 309 | 3 | 355 | 4 |
failure
| 0no
|
33 |
entrepreneur
|
married
|
secondary
|
no
| -118 |
yes
|
yes
|
unknown
| 27 |
may
| 421 | 3 | -1 | 0 |
unknown
| 0no
|
43 |
blue-collar
|
married
|
secondary
|
no
| 2,160 |
no
|
no
|
cellular
| 8 |
sep
| 261 | 1 | 98 | 1 |
success
| 1yes
|
38 |
management
|
married
|
tertiary
|
no
| 3,452 |
no
|
no
|
cellular
| 13 |
aug
| 132 | 2 | -1 | 0 |
unknown
| 0no
|
27 |
technician
|
single
|
secondary
|
no
| 842 |
no
|
no
|
cellular
| 30 |
jul
| 273 | 1 | 91 | 1 |
other
| 0no
|
38 |
management
|
married
|
unknown
|
no
| 3,576 |
no
|
no
|
cellular
| 25 |
nov
| 349 | 2 | 183 | 1 |
success
| 1yes
|
41 |
unemployed
|
married
|
tertiary
|
no
| 1,666 |
no
|
no
|
unknown
| 9 |
jun
| 291 | 3 | -1 | 0 |
unknown
| 0no
|
29 |
technician
|
married
|
secondary
|
no
| 0 |
yes
|
no
|
cellular
| 28 |
jul
| 83 | 6 | -1 | 0 |
unknown
| 0no
|
39 |
services
|
married
|
secondary
|
no
| 0 |
yes
|
no
|
unknown
| 20 |
may
| 793 | 2 | -1 | 0 |
unknown
| 0no
|
42 |
blue-collar
|
single
|
primary
|
no
| 1,628 |
yes
|
no
|
cellular
| 5 |
feb
| 119 | 1 | 195 | 8 |
success
| 0no
|
47 |
services
|
married
|
secondary
|
no
| 51 |
yes
|
yes
|
unknown
| 16 |
may
| 312 | 1 | -1 | 0 |
unknown
| 0no
|
30 |
blue-collar
|
single
|
secondary
|
yes
| 447 |
no
|
no
|
unknown
| 14 |
may
| 103 | 6 | -1 | 0 |
unknown
| 0no
|
34 |
admin.
|
married
|
secondary
|
no
| 396 |
yes
|
no
|
cellular
| 16 |
jul
| 101 | 3 | -1 | 0 |
unknown
| 0no
|
45 |
housemaid
|
married
|
primary
|
no
| 4,994 |
no
|
no
|
unknown
| 20 |
jun
| 48 | 1 | -1 | 0 |
unknown
| 0no
|
43 |
admin.
|
married
|
secondary
|
no
| 3,215 |
yes
|
no
|
cellular
| 21 |
jul
| 228 | 3 | -1 | 0 |
unknown
| 0no
|
59 |
blue-collar
|
married
|
primary
|
no
| 2,814 |
no
|
no
|
unknown
| 20 |
jun
| 81 | 3 | -1 | 0 |
unknown
| 0no
|
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