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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
34
|
technician
|
single
|
tertiary
|
no
| 992
|
yes
|
no
|
cellular
| 4
|
may
| 301
| 1
| 88
| 2
|
success
| 0no
|
48
|
technician
|
married
|
secondary
|
no
| 1,526
|
no
|
no
|
cellular
| 6
|
aug
| 273
| 2
| -1
| 0
|
unknown
| 0no
|
35
|
technician
|
single
|
tertiary
|
no
| 2,658
|
yes
|
no
|
cellular
| 19
|
aug
| 768
| 2
| 141
| 3
|
failure
| 1yes
|
39
|
management
|
divorced
|
tertiary
|
no
| 1,315
|
yes
|
no
|
cellular
| 19
|
nov
| 1,337
| 4
| 126
| 1
|
failure
| 0no
|
29
|
blue-collar
|
single
|
tertiary
|
no
| 455
|
no
|
no
|
telephone
| 21
|
apr
| 403
| 1
| -1
| 0
|
unknown
| 1yes
|
45
|
technician
|
single
|
tertiary
|
no
| 0
|
yes
|
no
|
cellular
| 18
|
nov
| 139
| 2
| -1
| 0
|
unknown
| 0no
|
42
|
technician
|
married
|
secondary
|
no
| 2,030
|
yes
|
yes
|
cellular
| 9
|
jul
| 196
| 1
| -1
| 0
|
unknown
| 0no
|
29
|
technician
|
married
|
secondary
|
no
| 1,599
|
yes
|
no
|
cellular
| 8
|
jul
| 115
| 1
| 61
| 1
|
failure
| 0no
|
38
|
services
|
single
|
secondary
|
no
| -196
|
yes
|
no
|
cellular
| 2
|
feb
| 60
| 1
| 271
| 1
|
failure
| 0no
|
56
|
retired
|
married
|
secondary
|
no
| 1,333
|
no
|
no
|
cellular
| 28
|
aug
| 17
| 14
| -1
| 0
|
unknown
| 0no
|
36
|
technician
|
single
|
secondary
|
no
| 9,149
|
yes
|
no
|
cellular
| 13
|
aug
| 141
| 3
| -1
| 0
|
unknown
| 0no
|
25
|
blue-collar
|
single
|
secondary
|
no
| -350
|
yes
|
no
|
unknown
| 23
|
jun
| 95
| 3
| -1
| 0
|
unknown
| 0no
|
38
|
technician
|
married
|
tertiary
|
no
| 432
|
yes
|
no
|
cellular
| 15
|
may
| 10
| 2
| 373
| 1
|
other
| 0no
|
57
|
self-employed
|
married
|
secondary
|
no
| 11,494
|
no
|
no
|
cellular
| 19
|
nov
| 198
| 1
| -1
| 0
|
unknown
| 0no
|
31
|
management
|
married
|
tertiary
|
yes
| -253
|
no
|
no
|
cellular
| 12
|
aug
| 220
| 4
| -1
| 0
|
unknown
| 0no
|
42
|
management
|
married
|
tertiary
|
no
| 372
|
yes
|
no
|
cellular
| 3
|
aug
| 654
| 2
| -1
| 0
|
unknown
| 1yes
|
45
|
technician
|
married
|
secondary
|
no
| 1,410
|
no
|
no
|
cellular
| 11
|
aug
| 71
| 2
| -1
| 0
|
unknown
| 0no
|
30
|
blue-collar
|
married
|
secondary
|
no
| 975
|
yes
|
no
|
cellular
| 13
|
may
| 256
| 2
| 351
| 2
|
failure
| 0no
|
49
|
blue-collar
|
married
|
primary
|
no
| 305
|
yes
|
yes
|
telephone
| 10
|
jul
| 834
| 10
| -1
| 0
|
unknown
| 0no
|
49
|
services
|
married
|
secondary
|
no
| 400
|
no
|
no
|
cellular
| 21
|
aug
| 151
| 3
| -1
| 0
|
unknown
| 0no
|
53
|
retired
|
married
|
tertiary
|
no
| -22
|
yes
|
no
|
cellular
| 31
|
jul
| 20
| 3
| -1
| 0
|
unknown
| 0no
|
37
|
technician
|
married
|
secondary
|
no
| 4,030
|
yes
|
no
|
unknown
| 26
|
may
| 178
| 5
| -1
| 0
|
unknown
| 0no
|
49
|
blue-collar
|
married
|
primary
|
no
| 365
|
no
|
no
|
unknown
| 26
|
may
| 59
| 2
| -1
| 0
|
unknown
| 0no
|
41
|
self-employed
|
married
|
primary
|
no
| 204
|
no
|
no
|
cellular
| 13
|
aug
| 111
| 7
| -1
| 0
|
unknown
| 0no
|
54
|
management
|
married
|
primary
|
no
| 1,691
|
yes
|
no
|
cellular
| 20
|
nov
| 186
| 1
| -1
| 0
|
unknown
| 0no
|
32
|
services
|
single
|
secondary
|
no
| 406
|
yes
|
no
|
unknown
| 6
|
may
| 227
| 1
| -1
| 0
|
unknown
| 0no
|
33
|
technician
|
married
|
secondary
|
no
| -204
|
no
|
no
|
cellular
| 15
|
may
| 297
| 3
| -1
| 0
|
unknown
| 0no
|
33
|
technician
|
married
|
secondary
|
no
| 359
|
yes
|
no
|
cellular
| 20
|
apr
| 210
| 1
| 242
| 1
|
other
| 0no
|
36
|
blue-collar
|
married
|
primary
|
no
| 123
|
yes
|
no
|
cellular
| 18
|
may
| 9
| 1
| -1
| 0
|
unknown
| 0no
|
35
|
technician
|
married
|
tertiary
|
no
| 0
|
yes
|
yes
|
cellular
| 23
|
sep
| 112
| 1
| 62
| 6
|
other
| 0no
|
52
|
unknown
|
married
|
secondary
|
no
| 142
|
no
|
no
|
cellular
| 25
|
aug
| 112
| 6
| -1
| 0
|
unknown
| 0no
|
40
|
entrepreneur
|
married
|
tertiary
|
no
| 3,571
|
no
|
no
|
unknown
| 9
|
jun
| 222
| 3
| -1
| 0
|
unknown
| 0no
|
44
|
technician
|
single
|
secondary
|
no
| 33
|
yes
|
no
|
cellular
| 13
|
may
| 195
| 3
| 351
| 10
|
failure
| 0no
|
45
|
blue-collar
|
single
|
secondary
|
no
| 0
|
yes
|
no
|
cellular
| 26
|
jul
| 768
| 2
| 91
| 5
|
success
| 0no
|
30
|
student
|
single
|
secondary
|
no
| 3,096
|
no
|
no
|
cellular
| 26
|
jan
| 123
| 1
| -1
| 0
|
unknown
| 0no
|
48
|
technician
|
divorced
|
secondary
|
yes
| 20
|
no
|
no
|
cellular
| 27
|
aug
| 145
| 3
| -1
| 0
|
unknown
| 0no
|
33
|
blue-collar
|
married
|
secondary
|
no
| 3,576
|
yes
|
no
|
cellular
| 2
|
apr
| 124
| 1
| 308
| 2
|
other
| 0no
|
57
|
technician
|
married
|
unknown
|
no
| 206
|
yes
|
no
|
unknown
| 5
|
may
| 216
| 3
| -1
| 0
|
unknown
| 0no
|
57
|
housemaid
|
married
|
primary
|
no
| 7,082
|
no
|
no
|
unknown
| 6
|
jun
| 69
| 3
| -1
| 0
|
unknown
| 0no
|
51
|
unemployed
|
married
|
tertiary
|
no
| 1,634
|
yes
|
no
|
cellular
| 22
|
jul
| 168
| 4
| -1
| 0
|
unknown
| 0no
|
34
|
admin.
|
single
|
secondary
|
no
| 1
|
yes
|
no
|
cellular
| 22
|
jul
| 483
| 7
| -1
| 0
|
unknown
| 0no
|
50
|
self-employed
|
married
|
tertiary
|
no
| 4,012
|
no
|
no
|
cellular
| 19
|
nov
| 690
| 3
| -1
| 0
|
unknown
| 0no
|
44
|
management
|
married
|
tertiary
|
no
| 3,762
|
no
|
no
|
cellular
| 28
|
aug
| 125
| 12
| -1
| 0
|
unknown
| 0no
|
27
|
admin.
|
married
|
secondary
|
no
| -247
|
yes
|
yes
|
unknown
| 4
|
jun
| 344
| 2
| -1
| 0
|
unknown
| 0no
|
50
|
blue-collar
|
married
|
secondary
|
no
| 606
|
yes
|
no
|
unknown
| 14
|
may
| 673
| 2
| -1
| 0
|
unknown
| 0no
|
36
|
management
|
married
|
tertiary
|
no
| 0
|
yes
|
no
|
cellular
| 28
|
jan
| 60
| 1
| 250
| 1
|
other
| 0no
|
42
|
management
|
married
|
secondary
|
no
| -189
|
yes
|
no
|
unknown
| 12
|
may
| 247
| 2
| -1
| 0
|
unknown
| 0no
|
32
|
unemployed
|
single
|
secondary
|
no
| 0
|
no
|
no
|
cellular
| 27
|
may
| 123
| 2
| -1
| 0
|
unknown
| 0no
|
42
|
management
|
married
|
tertiary
|
no
| 484
|
yes
|
no
|
cellular
| 11
|
jul
| 144
| 2
| -1
| 0
|
unknown
| 0no
|
43
|
technician
|
married
|
secondary
|
no
| 0
|
no
|
yes
|
cellular
| 8
|
may
| 9
| 2
| 172
| 5
|
failure
| 0no
|
31
|
management
|
married
|
tertiary
|
no
| 395
|
yes
|
no
|
cellular
| 9
|
feb
| 155
| 3
| -1
| 0
|
unknown
| 0no
|
32
|
management
|
married
|
tertiary
|
no
| 2,349
|
no
|
no
|
cellular
| 14
|
aug
| 134
| 5
| -1
| 0
|
unknown
| 0no
|
55
|
blue-collar
|
divorced
|
primary
|
no
| 410
|
no
|
yes
|
cellular
| 11
|
jul
| 221
| 2
| -1
| 0
|
unknown
| 0no
|
58
|
retired
|
married
|
primary
|
no
| 3,401
|
yes
|
no
|
cellular
| 3
|
feb
| 84
| 3
| 265
| 2
|
failure
| 0no
|
46
|
blue-collar
|
married
|
primary
|
no
| 222
|
no
|
no
|
cellular
| 8
|
aug
| 71
| 2
| -1
| 0
|
unknown
| 0no
|
55
|
blue-collar
|
married
|
secondary
|
no
| 989
|
yes
|
yes
|
unknown
| 23
|
may
| 246
| 4
| -1
| 0
|
unknown
| 0no
|
34
|
management
|
married
|
tertiary
|
no
| 415
|
no
|
yes
|
cellular
| 23
|
jul
| 361
| 2
| -1
| 0
|
unknown
| 0no
|
28
|
unemployed
|
single
|
secondary
|
no
| 16
|
no
|
no
|
cellular
| 12
|
aug
| 119
| 4
| -1
| 0
|
unknown
| 0no
|
42
|
technician
|
divorced
|
tertiary
|
no
| 7,190
|
yes
|
no
|
cellular
| 29
|
jul
| 375
| 2
| -1
| 0
|
unknown
| 0no
|
29
|
blue-collar
|
single
|
secondary
|
no
| 482
|
no
|
yes
|
cellular
| 10
|
jul
| 1,097
| 3
| -1
| 0
|
unknown
| 1yes
|
54
|
housemaid
|
married
|
secondary
|
no
| 209
|
yes
|
yes
|
cellular
| 25
|
jul
| 97
| 1
| -1
| 0
|
unknown
| 0no
|
32
|
technician
|
single
|
secondary
|
no
| 0
|
no
|
no
|
cellular
| 26
|
aug
| 181
| 2
| -1
| 0
|
unknown
| 0no
|
39
|
technician
|
single
|
tertiary
|
no
| 5,803
|
no
|
no
|
cellular
| 2
|
feb
| 83
| 3
| -1
| 0
|
unknown
| 0no
|
53
|
entrepreneur
|
married
|
tertiary
|
no
| 624
|
no
|
yes
|
cellular
| 21
|
jul
| 180
| 4
| -1
| 0
|
unknown
| 0no
|
58
|
technician
|
married
|
tertiary
|
no
| 883
|
no
|
no
|
cellular
| 18
|
aug
| 543
| 1
| 78
| 2
|
failure
| 0no
|
40
|
self-employed
|
married
|
secondary
|
no
| 1,516
|
yes
|
yes
|
unknown
| 23
|
may
| 373
| 1
| -1
| 0
|
unknown
| 0no
|
29
|
student
|
single
|
secondary
|
no
| 872
|
yes
|
no
|
unknown
| 7
|
may
| 230
| 1
| -1
| 0
|
unknown
| 0no
|
33
|
technician
|
married
|
tertiary
|
no
| -988
|
yes
|
yes
|
cellular
| 15
|
jul
| 83
| 3
| -1
| 0
|
unknown
| 0no
|
38
|
admin.
|
single
|
secondary
|
no
| 902
|
yes
|
no
|
telephone
| 31
|
jul
| 58
| 13
| -1
| 0
|
unknown
| 0no
|
56
|
services
|
divorced
|
secondary
|
no
| 1,007
|
no
|
no
|
cellular
| 29
|
jul
| 88
| 6
| -1
| 0
|
unknown
| 0no
|
40
|
services
|
married
|
secondary
|
no
| 0
|
yes
|
no
|
cellular
| 2
|
jun
| 297
| 1
| 28
| 3
|
failure
| 0no
|
24
|
blue-collar
|
single
|
secondary
|
no
| 174
|
yes
|
yes
|
cellular
| 18
|
may
| 487
| 1
| -1
| 0
|
unknown
| 1yes
|
46
|
management
|
married
|
secondary
|
no
| 12,186
|
no
|
no
|
unknown
| 20
|
jun
| 29
| 3
| -1
| 0
|
unknown
| 0no
|
35
|
self-employed
|
married
|
secondary
|
no
| 524
|
yes
|
no
|
cellular
| 21
|
nov
| 484
| 4
| -1
| 0
|
unknown
| 0no
|
35
|
blue-collar
|
single
|
tertiary
|
no
| 0
|
yes
|
no
|
cellular
| 21
|
jul
| 262
| 4
| -1
| 0
|
unknown
| 0no
|
34
|
technician
|
married
|
secondary
|
no
| 4
|
yes
|
no
|
unknown
| 15
|
may
| 644
| 1
| -1
| 0
|
unknown
| 0no
|
35
|
housemaid
|
married
|
tertiary
|
no
| 11,219
|
no
|
no
|
cellular
| 12
|
aug
| 699
| 2
| 79
| 1
|
failure
| 0no
|
38
|
technician
|
single
|
tertiary
|
no
| 0
|
no
|
no
|
cellular
| 28
|
aug
| 247
| 2
| -1
| 0
|
unknown
| 0no
|
50
|
blue-collar
|
married
|
primary
|
no
| 5,776
|
no
|
no
|
cellular
| 18
|
nov
| 49
| 3
| -1
| 0
|
unknown
| 0no
|
51
|
blue-collar
|
divorced
|
primary
|
no
| 37
|
yes
|
no
|
cellular
| 13
|
may
| 341
| 1
| -1
| 0
|
unknown
| 0no
|
59
|
self-employed
|
married
|
tertiary
|
no
| 593
|
no
|
no
|
unknown
| 13
|
may
| 64
| 2
| -1
| 0
|
unknown
| 0no
|
32
|
blue-collar
|
married
|
secondary
|
no
| 1,148
|
yes
|
no
|
cellular
| 20
|
apr
| 121
| 1
| -1
| 0
|
unknown
| 0no
|
37
|
blue-collar
|
single
|
secondary
|
no
| 3,561
|
yes
|
no
|
unknown
| 2
|
jun
| 98
| 1
| -1
| 0
|
unknown
| 0no
|
42
|
admin.
|
divorced
|
secondary
|
no
| 63
|
no
|
no
|
unknown
| 16
|
may
| 88
| 6
| -1
| 0
|
unknown
| 0no
|
40
|
student
|
married
|
secondary
|
no
| 260
|
no
|
no
|
unknown
| 20
|
jun
| 197
| 6
| -1
| 0
|
unknown
| 0no
|
28
|
technician
|
single
|
tertiary
|
no
| 2,269
|
yes
|
no
|
unknown
| 9
|
may
| 331
| 1
| -1
| 0
|
unknown
| 0no
|
47
|
admin.
|
married
|
secondary
|
no
| 1,060
|
yes
|
no
|
unknown
| 6
|
jun
| 83
| 3
| -1
| 0
|
unknown
| 0no
|
27
|
self-employed
|
married
|
secondary
|
no
| -220
|
yes
|
no
|
unknown
| 26
|
may
| 138
| 2
| -1
| 0
|
unknown
| 0no
|
41
|
management
|
married
|
tertiary
|
no
| 49
|
yes
|
no
|
cellular
| 17
|
jul
| 312
| 5
| -1
| 0
|
unknown
| 0no
|
34
|
admin.
|
married
|
tertiary
|
no
| 69
|
no
|
yes
|
cellular
| 4
|
aug
| 120
| 3
| 1
| 6
|
success
| 1yes
|
50
|
blue-collar
|
married
|
primary
|
no
| 4,108
|
yes
|
no
|
cellular
| 7
|
aug
| 526
| 2
| -1
| 0
|
unknown
| 1yes
|
47
|
blue-collar
|
married
|
secondary
|
no
| 480
|
yes
|
no
|
unknown
| 28
|
may
| 211
| 2
| -1
| 0
|
unknown
| 0no
|
53
|
services
|
married
|
secondary
|
no
| 4,994
|
no
|
no
|
cellular
| 18
|
aug
| 62
| 6
| -1
| 0
|
unknown
| 0no
|
53
|
technician
|
divorced
|
secondary
|
no
| 0
|
yes
|
yes
|
cellular
| 15
|
jul
| 135
| 5
| -1
| 0
|
unknown
| 0no
|
47
|
management
|
married
|
tertiary
|
no
| 3,681
|
no
|
no
|
cellular
| 14
|
aug
| 101
| 2
| -1
| 0
|
unknown
| 0no
|
49
|
entrepreneur
|
divorced
|
unknown
|
yes
| -701
|
yes
|
no
|
cellular
| 30
|
jul
| 988
| 2
| -1
| 0
|
unknown
| 1yes
|
29
|
management
|
married
|
tertiary
|
no
| 451
|
no
|
no
|
cellular
| 28
|
jan
| 451
| 1
| -1
| 0
|
unknown
| 0no
|
45
|
blue-collar
|
divorced
|
primary
|
no
| -311
|
yes
|
no
|
unknown
| 23
|
may
| 1,030
| 1
| -1
| 0
|
unknown
| 1yes
|
38
|
entrepreneur
|
married
|
secondary
|
no
| 593
|
yes
|
yes
|
cellular
| 24
|
jul
| 1,484
| 24
| -1
| 0
|
unknown
| 1yes
|
32
|
blue-collar
|
married
|
secondary
|
no
| 759
|
yes
|
no
|
cellular
| 9
|
apr
| 317
| 5
| -1
| 0
|
unknown
| 1yes
|
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