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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
30 | unemployed | married | primary | no | 1,787 | no | no | cellular | 19 | oct | 79 | 1 | -1 | 0 | unknown | 0no
|
33 | services | married | secondary | no | 4,789 | yes | yes | cellular | 11 | may | 220 | 1 | 339 | 4 | failure | 0no
|
35 | management | single | tertiary | no | 1,350 | yes | no | cellular | 16 | apr | 185 | 1 | 330 | 1 | failure | 0no
|
30 | management | married | tertiary | no | 1,476 | yes | yes | unknown | 3 | jun | 199 | 4 | -1 | 0 | unknown | 0no
|
59 | blue-collar | married | secondary | no | 0 | yes | no | unknown | 5 | may | 226 | 1 | -1 | 0 | unknown | 0no
|
35 | management | single | tertiary | no | 747 | no | no | cellular | 23 | feb | 141 | 2 | 176 | 3 | failure | 0no
|
36 | self-employed | married | tertiary | no | 307 | yes | no | cellular | 14 | may | 341 | 1 | 330 | 2 | other | 0no
|
39 | technician | married | secondary | no | 147 | yes | no | cellular | 6 | may | 151 | 2 | -1 | 0 | unknown | 0no
|
41 | entrepreneur | married | tertiary | no | 221 | yes | no | unknown | 14 | may | 57 | 2 | -1 | 0 | unknown | 0no
|
43 | services | married | primary | no | -88 | yes | yes | cellular | 17 | apr | 313 | 1 | 147 | 2 | failure | 0no
|
39 | services | married | secondary | no | 9,374 | yes | no | unknown | 20 | may | 273 | 1 | -1 | 0 | unknown | 0no
|
43 | admin. | married | secondary | no | 264 | yes | no | cellular | 17 | apr | 113 | 2 | -1 | 0 | unknown | 0no
|
36 | technician | married | tertiary | no | 1,109 | no | no | cellular | 13 | aug | 328 | 2 | -1 | 0 | unknown | 0no
|
20 | student | single | secondary | no | 502 | no | no | cellular | 30 | apr | 261 | 1 | -1 | 0 | unknown | 1yes
|
31 | blue-collar | married | secondary | no | 360 | yes | yes | cellular | 29 | jan | 89 | 1 | 241 | 1 | failure | 0no
|
40 | management | married | tertiary | no | 194 | no | yes | cellular | 29 | aug | 189 | 2 | -1 | 0 | unknown | 0no
|
56 | technician | married | secondary | no | 4,073 | no | no | cellular | 27 | aug | 239 | 5 | -1 | 0 | unknown | 0no
|
37 | admin. | single | tertiary | no | 2,317 | yes | no | cellular | 20 | apr | 114 | 1 | 152 | 2 | failure | 0no
|
25 | blue-collar | single | primary | no | -221 | yes | no | unknown | 23 | may | 250 | 1 | -1 | 0 | unknown | 0no
|
31 | services | married | secondary | no | 132 | no | no | cellular | 7 | jul | 148 | 1 | 152 | 1 | other | 0no
|
38 | management | divorced | unknown | no | 0 | yes | no | cellular | 18 | nov | 96 | 2 | -1 | 0 | unknown | 0no
|
42 | management | divorced | tertiary | no | 16 | no | no | cellular | 19 | nov | 140 | 3 | -1 | 0 | unknown | 0no
|
44 | services | single | secondary | no | 106 | no | no | unknown | 12 | jun | 109 | 2 | -1 | 0 | unknown | 0no
|
44 | entrepreneur | married | secondary | no | 93 | no | no | cellular | 7 | jul | 125 | 2 | -1 | 0 | unknown | 0no
|
26 | housemaid | married | tertiary | no | 543 | no | no | cellular | 30 | jan | 169 | 3 | -1 | 0 | unknown | 0no
|
41 | management | married | tertiary | no | 5,883 | no | no | cellular | 20 | nov | 182 | 2 | -1 | 0 | unknown | 0no
|
55 | blue-collar | married | primary | no | 627 | yes | no | unknown | 5 | may | 247 | 1 | -1 | 0 | unknown | 0no
|
67 | retired | married | unknown | no | 696 | no | no | telephone | 17 | aug | 119 | 1 | 105 | 2 | failure | 0no
|
56 | self-employed | married | secondary | no | 784 | no | yes | cellular | 30 | jul | 149 | 2 | -1 | 0 | unknown | 0no
|
53 | admin. | married | secondary | no | 105 | no | yes | cellular | 21 | aug | 74 | 2 | -1 | 0 | unknown | 0no
|
68 | retired | divorced | secondary | no | 4,189 | no | no | telephone | 14 | jul | 897 | 2 | -1 | 0 | unknown | 1yes
|
31 | technician | married | secondary | no | 171 | no | no | cellular | 27 | aug | 81 | 3 | -1 | 0 | unknown | 0no
|
59 | management | married | secondary | no | 42 | no | no | cellular | 21 | nov | 40 | 1 | -1 | 0 | unknown | 0no
|
32 | management | single | tertiary | no | 2,536 | yes | no | cellular | 26 | aug | 958 | 6 | -1 | 0 | unknown | 1yes
|
49 | technician | married | tertiary | no | 1,235 | no | no | cellular | 13 | aug | 354 | 3 | -1 | 0 | unknown | 1yes
|
42 | admin. | divorced | secondary | no | 1,811 | yes | no | unknown | 14 | may | 150 | 1 | -1 | 0 | unknown | 0no
|
78 | retired | divorced | primary | no | 229 | no | no | telephone | 22 | oct | 97 | 1 | -1 | 0 | unknown | 1yes
|
32 | blue-collar | married | secondary | no | 2,089 | yes | no | cellular | 14 | nov | 132 | 1 | -1 | 0 | unknown | 1yes
|
33 | management | married | secondary | no | 3,935 | yes | no | cellular | 6 | may | 765 | 1 | 342 | 2 | failure | 1yes
|
23 | services | single | tertiary | no | 363 | yes | no | unknown | 30 | may | 16 | 18 | -1 | 0 | unknown | 0no
|
38 | management | single | tertiary | no | 11,971 | yes | no | unknown | 17 | nov | 609 | 2 | 101 | 3 | failure | 0no
|
36 | management | single | tertiary | no | 553 | no | no | cellular | 11 | aug | 106 | 2 | -1 | 0 | unknown | 0no
|
52 | blue-collar | married | secondary | no | 1,117 | yes | no | cellular | 13 | may | 365 | 1 | -1 | 0 | unknown | 0no
|
32 | technician | married | tertiary | no | 396 | yes | no | cellular | 13 | may | 205 | 3 | -1 | 0 | unknown | 0no
|
32 | technician | single | tertiary | no | 2,204 | yes | no | cellular | 21 | nov | 11 | 4 | -1 | 0 | unknown | 0no
|
34 | management | single | tertiary | no | 872 | yes | no | unknown | 7 | may | 105 | 2 | -1 | 0 | unknown | 0no
|
55 | blue-collar | married | primary | no | 145 | no | no | telephone | 2 | feb | 59 | 3 | 5 | 2 | other | 0no
|
26 | blue-collar | married | primary | no | 0 | yes | no | unknown | 21 | may | 425 | 1 | -1 | 0 | unknown | 0no
|
32 | entrepreneur | single | primary | yes | -849 | yes | yes | cellular | 4 | feb | 204 | 1 | -1 | 0 | unknown | 0no
|
61 | admin. | married | unknown | no | 4,629 | yes | no | cellular | 27 | jan | 181 | 1 | 92 | 1 | success | 1yes
|
45 | blue-collar | divorced | primary | no | 844 | no | no | unknown | 5 | jun | 1,018 | 3 | -1 | 0 | unknown | 1yes
|
37 | technician | single | secondary | no | 228 | yes | no | cellular | 20 | aug | 1,740 | 2 | -1 | 0 | unknown | 0no
|
38 | technician | single | secondary | no | 50 | no | no | cellular | 29 | aug | 98 | 2 | -1 | 0 | unknown | 0no
|
34 | technician | married | tertiary | no | 1,539 | yes | no | cellular | 15 | jun | 441 | 1 | 56 | 1 | other | 1yes
|
53 | blue-collar | married | secondary | no | 2,231 | yes | no | cellular | 14 | jul | 272 | 3 | -1 | 0 | unknown | 0no
|
48 | admin. | married | secondary | no | 3,064 | yes | no | telephone | 15 | jul | 159 | 2 | -1 | 0 | unknown | 0no
|
57 | management | married | secondary | no | 82 | no | yes | telephone | 4 | feb | 140 | 1 | -1 | 0 | unknown | 0no
|
33 | self-employed | single | tertiary | no | 2,155 | no | no | cellular | 17 | nov | 295 | 1 | -1 | 0 | unknown | 0no
|
36 | retired | single | secondary | no | 101 | yes | yes | unknown | 26 | may | 314 | 1 | -1 | 0 | unknown | 0no
|
54 | technician | divorced | secondary | no | 784 | yes | yes | unknown | 15 | may | 579 | 1 | -1 | 0 | unknown | 0no
|
41 | blue-collar | married | primary | no | -516 | no | yes | telephone | 8 | jul | 554 | 3 | -1 | 0 | unknown | 0no
|
63 | retired | married | secondary | no | 415 | yes | no | cellular | 7 | oct | 323 | 1 | -1 | 0 | unknown | 0no
|
48 | management | married | tertiary | no | 5,887 | no | no | cellular | 13 | aug | 227 | 2 | -1 | 0 | unknown | 0no
|
48 | services | married | secondary | no | 1,355 | no | no | cellular | 4 | jul | 134 | 2 | -1 | 0 | unknown | 0no
|
56 | admin. | married | secondary | no | 16,873 | no | no | cellular | 7 | oct | 223 | 1 | -1 | 0 | unknown | 0no
|
51 | blue-collar | divorced | secondary | no | 203 | yes | no | cellular | 8 | may | 134 | 1 | 170 | 5 | failure | 0no
|
31 | services | married | secondary | no | 338 | yes | no | cellular | 28 | jan | 155 | 1 | -1 | 0 | unknown | 0no
|
29 | technician | married | secondary | no | 444 | yes | no | cellular | 21 | jul | 130 | 4 | -1 | 0 | unknown | 0no
|
41 | management | married | secondary | no | 0 | no | yes | cellular | 7 | jul | 630 | 3 | -1 | 0 | unknown | 0no
|
32 | technician | single | tertiary | no | 360 | no | no | cellular | 19 | nov | 164 | 2 | -1 | 0 | unknown | 0no
|
37 | management | married | tertiary | no | 0 | no | no | cellular | 16 | jul | 268 | 2 | 182 | 3 | success | 1yes
|
42 | entrepreneur | divorced | tertiary | yes | 2 | yes | no | unknown | 5 | may | 380 | 1 | -1 | 0 | unknown | 0no
|
31 | management | single | tertiary | no | 6,248 | yes | no | unknown | 9 | may | 154 | 2 | -1 | 0 | unknown | 0no
|
41 | services | married | tertiary | no | 412 | yes | no | unknown | 3 | jun | 154 | 5 | -1 | 0 | unknown | 0no
|
56 | retired | married | secondary | no | 344 | yes | no | unknown | 15 | may | 221 | 1 | -1 | 0 | unknown | 0no
|
54 | management | divorced | tertiary | no | 3,222 | no | no | cellular | 14 | aug | 67 | 2 | -1 | 0 | unknown | 0no
|
41 | blue-collar | divorced | secondary | no | 174 | yes | no | cellular | 14 | may | 367 | 2 | 297 | 1 | other | 0no
|
40 | technician | single | secondary | no | 591 | no | yes | cellular | 14 | aug | 87 | 6 | -1 | 0 | unknown | 0no
|
50 | blue-collar | divorced | primary | no | 388 | no | no | cellular | 5 | feb | 701 | 1 | -1 | 0 | unknown | 0no
|
40 | unemployed | married | secondary | no | 219 | yes | no | cellular | 17 | nov | 204 | 2 | 196 | 1 | failure | 0no
|
27 | admin. | divorced | secondary | no | 451 | yes | no | cellular | 16 | jul | 652 | 1 | -1 | 0 | unknown | 1yes
|
60 | retired | married | primary | no | 5 | no | no | cellular | 26 | aug | 63 | 2 | -1 | 0 | unknown | 0no
|
28 | admin. | single | secondary | no | 177 | yes | yes | cellular | 6 | may | 150 | 1 | -1 | 0 | unknown | 0no
|
52 | services | married | secondary | no | 657 | no | no | telephone | 7 | jul | 398 | 2 | 460 | 2 | failure | 1yes
|
37 | management | married | tertiary | no | 1,315 | no | no | cellular | 30 | jun | 224 | 1 | -1 | 0 | unknown | 1yes
|
51 | blue-collar | married | primary | no | 1,466 | yes | no | unknown | 7 | may | 406 | 2 | -1 | 0 | unknown | 0no
|
41 | technician | single | secondary | no | 879 | no | yes | cellular | 7 | jul | 60 | 4 | -1 | 0 | unknown | 0no
|
35 | blue-collar | single | primary | no | 293 | yes | no | unknown | 30 | may | 521 | 2 | -1 | 0 | unknown | 0no
|
38 | admin. | married | secondary | no | 424 | yes | no | cellular | 17 | apr | 279 | 1 | -1 | 0 | unknown | 0no
|
34 | blue-collar | married | secondary | no | 1,831 | yes | no | unknown | 20 | may | 203 | 2 | -1 | 0 | unknown | 0no
|
39 | blue-collar | married | primary | no | 111 | no | no | cellular | 18 | nov | 201 | 2 | -1 | 0 | unknown | 0no
|
34 | blue-collar | married | primary | no | 455 | yes | no | unknown | 20 | jun | 372 | 3 | -1 | 0 | unknown | 0no
|
27 | services | single | secondary | no | -195 | yes | no | cellular | 18 | may | 391 | 1 | -1 | 0 | unknown | 1yes
|
32 | management | single | tertiary | no | 3,616 | no | no | cellular | 14 | aug | 165 | 2 | -1 | 0 | unknown | 0no
|
57 | blue-collar | married | secondary | no | 14,093 | no | no | cellular | 11 | aug | 231 | 5 | -1 | 0 | unknown | 0no
|
41 | unknown | single | tertiary | no | 1,567 | no | no | cellular | 1 | jul | 291 | 2 | -1 | 0 | unknown | 0no
|
41 | admin. | married | tertiary | no | 5,426 | yes | no | unknown | 14 | may | 149 | 2 | -1 | 0 | unknown | 0no
|
30 | admin. | single | tertiary | no | 261 | no | no | cellular | 19 | oct | 233 | 1 | 137 | 20 | failure | 0no
|
36 | blue-collar | divorced | secondary | no | 2,843 | no | no | cellular | 12 | feb | 473 | 1 | 182 | 1 | success | 0no
|
31 | unemployed | single | primary | no | 406 | no | no | cellular | 4 | feb | 736 | 1 | -1 | 0 | unknown | 1yes
|
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