Age
float64 -400
600
| Duration(Sec)
int64 0
3.9k
| CC Contact Freq
int64 0
1k
| Days Since PC
int64 0
30
| PC Contact Freq
int64 0
25
| Job
stringclasses 12
values | Marital Status
stringclasses 4
values | Education
stringclasses 6
values | Defaulter
stringclasses 3
values | Home Loan
stringclasses 3
values | Personal Loan
stringclasses 3
values | Communication Type
stringclasses 2
values | Last Month Contacted
stringclasses 10
values | Day of Week
stringclasses 5
values | PC Outcome
stringclasses 3
values | prediction
int64 0
1
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
3
| 3
| 3
| 3
| 3
|
admin.
|
married
|
experience
|
yes
|
yes
|
yes
|
cellular
|
may
|
thu
|
success
| 0
|
44
| 222
| 2
| 0
| 0
|
blue-collar
|
married
|
experience
|
no
|
yes
|
yes
|
cellular
|
aug
|
tue
|
nonexistent
| 0
|
51
| 89
| 2
| 0
| 0
|
blue-collar
|
married
|
experience
|
no
|
yes
|
no
|
cellular
|
apr
|
wed
|
nonexistent
| 0
|
28
| 589
| 3
| 0
| 1
|
admin.
|
married
|
university degree
|
no
|
yes
|
yes
|
cellular
|
sep
|
mon
|
failure
| 1
|
40
| 314
| 2
| 0
| 0
|
admin.
|
married
|
high school
|
no
|
no
|
no
|
telephone
|
jun
|
thu
|
nonexistent
| 0
|
35
| 283
| 16
| 0
| 0
|
admin.
|
single
|
high school
|
no
|
yes
|
yes
|
cellular
|
jul
|
thu
|
nonexistent
| 0
|
52
| 130
| 5
| 0
| 0
|
technician
|
married
|
professional.course
|
no
|
no
|
no
|
cellular
|
jun
|
mon
|
nonexistent
| 0
|
35
| 135
| 2
| 0
| 0
|
self-employed
|
married
|
experience
|
no
|
yes
|
yes
|
telephone
|
may
|
fri
|
nonexistent
| 0
|
48
| 400
| 1
| 0
| 1
|
technician
|
divorced
|
high school
|
no
|
yes
|
no
|
cellular
|
apr
|
thu
|
failure
| 0
|
35
| 280
| 3
| 0
| 0
|
admin.
|
married
|
university degree
|
no
|
yes
|
yes
|
telephone
|
may
|
mon
|
nonexistent
| 0
|
29
| 260
| 3
| 0
| 0
|
blue-collar
|
single
|
experience
|
no
|
no
|
no
|
cellular
|
aug
|
fri
|
nonexistent
| 0
|
35
| 67
| 1
| 0
| 0
|
admin.
|
married
|
university degree
|
no
|
yes
|
yes
|
telephone
|
may
|
mon
|
nonexistent
| 0
|
34
| 511
| 3
| 0
| 0
|
technician
|
married
|
professional.course
|
no
|
no
|
no
|
cellular
|
jul
|
wed
|
nonexistent
| 0
|
54
| 94
| 3
| 0
| 1
|
technician
|
married
|
high school
|
no
|
yes
|
no
|
cellular
|
apr
|
mon
|
failure
| 0
|
30
| 252
| 2
| 0
| 0
|
services
|
single
|
high school
|
no
|
yes
|
no
|
cellular
|
jul
|
fri
|
nonexistent
| 0
|
58
| 70
| 5
| 0
| 0
|
management
|
married
|
experience
|
no
|
yes
|
no
|
cellular
|
nov
|
wed
|
nonexistent
| 0
|
29
| 117
| 2
| 0
| 0
|
management
|
married
|
experience
|
no
|
yes
|
no
|
cellular
|
nov
|
wed
|
nonexistent
| 0
|
39
| 252
| 5
| 0
| 0
|
admin.
|
married
|
high school
|
unknown
|
yes
|
no
|
telephone
|
jun
|
mon
|
nonexistent
| 0
|
35
| 126
| 4
| 0
| 0
|
blue-collar
|
married
|
experience
|
no
|
yes
|
no
|
telephone
|
jun
|
tue
|
nonexistent
| 0
|
53
| 80
| 1
| 0
| 0
|
services
|
married
|
high school
|
unknown
|
yes
|
no
|
telephone
|
may
|
wed
|
nonexistent
| 0
|
33
| 629
| 2
| 0
| 0
|
admin.
|
married
|
high school
|
no
|
no
|
no
|
telephone
|
may
|
wed
|
nonexistent
| 0
|
27
| 84
| 3
| 0
| 0
|
self-employed
|
single
|
university degree
|
no
|
no
|
no
|
telephone
|
oct
|
fri
|
nonexistent
| 0
|
32
| 467
| 1
| 0
| 0
|
admin.
|
single
|
university degree
|
no
|
yes
|
no
|
telephone
|
may
|
fri
|
nonexistent
| 0
|
40
| 114
| 4
| 0
| 0
|
admin.
|
divorced
|
university degree
|
no
|
no
|
no
|
cellular
|
jul
|
mon
|
nonexistent
| 0
|
38
| 76
| 4
| 0
| 0
|
student
|
single
|
Others
|
unknown
|
yes
|
yes
|
cellular
|
jul
|
mon
|
nonexistent
| 0
|
59
| 88
| 4
| 0
| 0
|
retired
|
married
|
Others
|
no
|
no
|
yes
|
telephone
|
jun
|
mon
|
nonexistent
| 0
|
52
| 162
| 1
| 0
| 0
|
blue-collar
|
married
|
experience
|
no
|
yes
|
no
|
telephone
|
jun
|
mon
|
nonexistent
| 0
|
45
| 188
| 5
| 0
| 0
|
housemaid
|
married
|
experience
|
no
|
no
|
no
|
cellular
|
aug
|
wed
|
nonexistent
| 0
|
42
| 14
| 11
| 0
| 0
|
admin.
|
single
|
university degree
|
no
|
no
|
no
|
cellular
|
aug
|
mon
|
nonexistent
| 0
|
30
| 68
| 2
| 0
| 0
|
admin.
|
single
|
high school
|
no
|
no
|
yes
|
cellular
|
jul
|
tue
|
nonexistent
| 0
|
26
| 77
| 2
| 0
| 0
|
blue-collar
|
married
|
experience
|
unknown
|
no
|
no
|
telephone
|
jul
|
tue
|
nonexistent
| 0
|
29
| 15
| 9
| 0
| 0
|
admin.
|
single
|
university degree
|
no
|
no
|
no
|
cellular
|
aug
|
thu
|
nonexistent
| 0
|
60
| 398
| 4
| 0
| 0
|
retired
|
divorced
|
high school
|
unknown
|
yes
|
no
|
telephone
|
may
|
wed
|
nonexistent
| 0
|
31
| 19
| 6
| 0
| 0
|
blue-collar
|
married
|
experience
|
no
|
yes
|
no
|
cellular
|
apr
|
mon
|
nonexistent
| 0
|
33
| 143
| 1
| 0
| 0
|
admin.
|
single
|
university degree
|
no
|
yes
|
no
|
cellular
|
apr
|
mon
|
nonexistent
| 0
|
32
| 374
| 2
| 0
| 0
|
self-employed
|
married
|
experience
|
no
|
yes
|
no
|
cellular
|
may
|
thu
|
nonexistent
| 0
|
50
| 93
| 1
| 0
| 0
|
blue-collar
|
married
|
experience
|
no
|
no
|
no
|
cellular
|
aug
|
wed
|
nonexistent
| 0
|
44
| 208
| 1
| 0
| 0
|
unemployed
|
divorced
|
experience
|
no
|
no
|
no
|
cellular
|
may
|
mon
|
nonexistent
| 0
|
46
| 82
| 3
| 0
| 0
|
admin.
|
married
|
high school
|
no
|
yes
|
no
|
cellular
|
aug
|
thu
|
nonexistent
| 0
|
37
| 208
| 1
| 0
| 1
|
admin.
|
married
|
university degree
|
no
|
no
|
no
|
cellular
|
may
|
wed
|
failure
| 0
|
27
| 433
| 1
| 0
| 0
|
services
|
single
|
high school
|
no
|
yes
|
no
|
telephone
|
jul
|
fri
|
nonexistent
| 0
|
52
| 434
| 2
| 0
| 0
|
admin.
|
married
|
university degree
|
no
|
no
|
yes
|
cellular
|
may
|
mon
|
nonexistent
| 0
|
34
| 401
| 1
| 0
| 0
|
technician
|
divorced
|
professional.course
|
no
|
yes
|
no
|
cellular
|
jul
|
wed
|
nonexistent
| 0
|
45
| 80
| 2
| 0
| 0
|
technician
|
single
|
university degree
|
no
|
no
|
no
|
cellular
|
nov
|
fri
|
nonexistent
| 0
|
55
| 303
| 2
| 0
| 0
|
unemployed
|
married
|
university degree
|
no
|
yes
|
no
|
cellular
|
nov
|
thu
|
nonexistent
| 0
|
44
| 284
| 4
| 0
| 0
|
management
|
married
|
experience
|
no
|
yes
|
no
|
cellular
|
aug
|
tue
|
nonexistent
| 0
|
28
| 371
| 2
| 0
| 0
|
management
|
married
|
university degree
|
no
|
no
|
no
|
telephone
|
may
|
tue
|
nonexistent
| 0
|
49
| 204
| 1
| 0
| 0
|
admin.
|
married
|
experience
|
no
|
yes
|
no
|
cellular
|
nov
|
tue
|
nonexistent
| 0
|
48
| 619
| 1
| 0
| 0
|
entrepreneur
|
married
|
university degree
|
no
|
no
|
no
|
cellular
|
apr
|
thu
|
nonexistent
| 0
|
40
| 259
| 12
| 0
| 0
|
entrepreneur
|
married
|
high school
|
no
|
no
|
no
|
telephone
|
jul
|
tue
|
nonexistent
| 0
|
58
| 422
| 1
| 0
| 0
|
blue-collar
|
married
|
experience
|
unknown
|
yes
|
yes
|
telephone
|
may
|
fri
|
nonexistent
| 0
|
28
| 217
| 1
| 0
| 1
|
self-employed
|
single
|
university degree
|
no
|
yes
|
yes
|
cellular
|
mar
|
wed
|
failure
| 0
|
43
| 101
| 3
| 0
| 0
|
admin.
|
married
|
university degree
|
no
|
yes
|
no
|
cellular
|
jul
|
tue
|
nonexistent
| 0
|
37
| 301
| 2
| 0
| 0
|
blue-collar
|
divorced
|
experience
|
unknown
|
yes
|
yes
|
telephone
|
may
|
fri
|
nonexistent
| 0
|
74
| 232
| 3
| 0
| 0
|
retired
|
married
|
university degree
|
no
|
yes
|
yes
|
cellular
|
aug
|
wed
|
nonexistent
| 0
|
35
| 203
| 1
| 0
| 0
|
admin.
|
married
|
university degree
|
no
|
no
|
no
|
cellular
|
apr
|
fri
|
nonexistent
| 0
|
33
| 129
| 1
| 0
| 0
|
technician
|
married
|
high school
|
no
|
yes
|
no
|
cellular
|
aug
|
wed
|
nonexistent
| 0
|
31
| 364
| 2
| 0
| 0
|
self-employed
|
single
|
high school
|
no
|
no
|
no
|
cellular
|
jul
|
tue
|
nonexistent
| 0
|
32
| 583
| 1
| 5
| 1
|
blue-collar
|
married
|
experience
|
no
|
no
|
no
|
cellular
|
apr
|
thu
|
success
| 1
|
45
| 223
| 1
| 0
| 1
|
blue-collar
|
single
|
experience
|
no
|
no
|
no
|
cellular
|
may
|
wed
|
failure
| 0
|
54
| 289
| 1
| 0
| 0
|
technician
|
married
|
professional.course
|
no
|
yes
|
no
|
telephone
|
sep
|
mon
|
nonexistent
| 0
|
45
| 565
| 1
| 0
| 0
|
admin.
|
single
|
professional.course
|
no
|
yes
|
no
|
telephone
|
may
|
wed
|
nonexistent
| 0
|
37
| 313
| 1
| 0
| 0
|
admin.
|
married
|
high school
|
unknown
|
yes
|
no
|
telephone
|
may
|
mon
|
nonexistent
| 0
|
38
| 337
| 2
| 0
| 0
|
technician
|
single
|
Others
|
no
|
no
|
no
|
cellular
|
jul
|
fri
|
nonexistent
| 0
|
26
| 442
| 12
| 0
| 0
|
services
|
married
|
high school
|
no
|
yes
|
no
|
cellular
|
jul
|
fri
|
nonexistent
| 0
|
62
| 317
| 1
| 9
| 2
|
retired
|
married
|
experience
|
no
|
no
|
no
|
cellular
|
aug
|
mon
|
failure
| 0
|
44
| 15
| 12
| 0
| 0
|
blue-collar
|
married
|
experience
|
no
|
no
|
no
|
cellular
|
aug
|
wed
|
nonexistent
| 0
|
39
| 418
| 1
| 0
| 0
|
blue-collar
|
married
|
experience
|
unknown
|
no
|
yes
|
cellular
|
nov
|
wed
|
nonexistent
| 0
|
43
| 743
| 1
| 0
| 0
|
self-employed
|
married
|
high school
|
unknown
|
no
|
no
|
cellular
|
apr
|
wed
|
nonexistent
| 0
|
51
| 1,178
| 2
| 0
| 0
|
blue-collar
|
married
|
experience
|
unknown
|
yes
|
no
|
telephone
|
may
|
thu
|
nonexistent
| 0
|
44
| 242
| 3
| 0
| 0
|
blue-collar
|
married
|
experience
|
no
|
yes
|
no
|
telephone
|
may
|
fri
|
nonexistent
| 0
|
63
| 510
| 2
| 0
| 1
|
technician
|
married
|
Others
|
no
|
yes
|
no
|
cellular
|
dec
|
mon
|
failure
| 1
|
38
| 174
| 1
| 0
| 0
|
blue-collar
|
single
|
experience
|
no
|
yes
|
no
|
telephone
|
may
|
tue
|
nonexistent
| 0
|
41
| 89
| 2
| 0
| 0
|
entrepreneur
|
married
|
experience
|
no
|
yes
|
no
|
telephone
|
jul
|
fri
|
nonexistent
| 0
|
31
| 90
| 2
| 0
| 0
|
admin.
|
single
|
university degree
|
no
|
yes
|
yes
|
telephone
|
nov
|
thu
|
nonexistent
| 0
|
42
| 126
| 2
| 0
| 0
|
management
|
married
|
university degree
|
unknown
|
yes
|
no
|
cellular
|
nov
|
wed
|
nonexistent
| 0
|
53
| 126
| 1
| 0
| 0
|
unemployed
|
married
|
university degree
|
no
|
unknown
|
unknown
|
cellular
|
nov
|
mon
|
nonexistent
| 0
|
25
| 236
| 4
| 0
| 0
|
blue-collar
|
single
|
experience
|
unknown
|
yes
|
no
|
telephone
|
jul
|
wed
|
nonexistent
| 0
|
37
| 312
| 5
| 0
| 0
|
services
|
married
|
high school
|
unknown
|
yes
|
no
|
telephone
|
may
|
wed
|
nonexistent
| 0
|
30
| 253
| 1
| 0
| 0
|
technician
|
married
|
professional.course
|
no
|
yes
|
no
|
telephone
|
may
|
fri
|
nonexistent
| 0
|
29
| 245
| 1
| 0
| 0
|
technician
|
single
|
professional.course
|
no
|
yes
|
no
|
cellular
|
may
|
mon
|
nonexistent
| 0
|
49
| 1,980
| 2
| 0
| 0
|
blue-collar
|
married
|
experience
|
no
|
yes
|
no
|
telephone
|
may
|
fri
|
nonexistent
| 1
|
35
| 98
| 1
| 0
| 0
|
unemployed
|
single
|
university degree
|
no
|
yes
|
yes
|
cellular
|
nov
|
tue
|
nonexistent
| 0
|
41
| 146
| 5
| 0
| 0
|
services
|
single
|
experience
|
no
|
no
|
no
|
cellular
|
nov
|
thu
|
nonexistent
| 0
|
25
| 598
| 5
| 0
| 0
|
services
|
single
|
Others
|
no
|
yes
|
no
|
cellular
|
jul
|
tue
|
nonexistent
| 0
|
50
| 169
| 1
| 0
| 0
|
admin.
|
single
|
university degree
|
no
|
yes
|
no
|
telephone
|
may
|
tue
|
nonexistent
| 0
|
30
| 63
| 3
| 0
| 0
|
technician
|
single
|
university degree
|
unknown
|
yes
|
no
|
cellular
|
may
|
thu
|
nonexistent
| 0
|
40
| 514
| 1
| 0
| 0
|
blue-collar
|
married
|
experience
|
no
|
yes
|
no
|
cellular
|
apr
|
fri
|
nonexistent
| 0
|
49
| 592
| 1
| 0
| 0
|
management
|
single
|
experience
|
unknown
|
yes
|
no
|
cellular
|
jul
|
wed
|
nonexistent
| 0
|
31
| 779
| 2
| 0
| 0
|
admin.
|
married
|
experience
|
no
|
yes
|
no
|
cellular
|
jul
|
tue
|
nonexistent
| 0
|
54
| 352
| 3
| 0
| 1
|
blue-collar
|
married
|
experience
|
no
|
unknown
|
unknown
|
cellular
|
may
|
mon
|
failure
| 0
|
37
| 85
| 1
| 0
| 0
|
entrepreneur
|
married
|
experience
|
no
|
no
|
no
|
telephone
|
may
|
mon
|
nonexistent
| 0
|
42
| 1,677
| 1
| 0
| 0
|
management
|
married
|
university degree
|
no
|
no
|
no
|
telephone
|
may
|
tue
|
nonexistent
| 1
|
56
| 340
| 1
| 0
| 0
|
blue-collar
|
married
|
professional.course
|
no
|
unknown
|
unknown
|
telephone
|
may
|
fri
|
nonexistent
| 0
|
25
| 197
| 1
| 0
| 0
|
services
|
single
|
experience
|
no
|
yes
|
no
|
cellular
|
jul
|
wed
|
nonexistent
| 0
|
38
| 605
| 1
| 0
| 0
|
admin.
|
married
|
high school
|
no
|
no
|
no
|
telephone
|
jun
|
thu
|
nonexistent
| 0
|
44
| 312
| 3
| 0
| 0
|
blue-collar
|
married
|
experience
|
no
|
no
|
no
|
cellular
|
nov
|
wed
|
nonexistent
| 0
|
41
| 653
| 2
| 0
| 0
|
unknown
|
married
|
Others
|
no
|
yes
|
yes
|
cellular
|
aug
|
mon
|
nonexistent
| 0
|
44
| 64
| 1
| 0
| 0
|
admin.
|
married
|
high school
|
no
|
yes
|
yes
|
cellular
|
aug
|
mon
|
nonexistent
| 0
|
32
| 103
| 2
| 0
| 0
|
entrepreneur
|
divorced
|
high school
|
no
|
yes
|
no
|
cellular
|
may
|
thu
|
nonexistent
| 0
|
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