age
int64
18
95
job
stringclasses
12 values
marital
stringclasses
3 values
education
stringclasses
4 values
default
stringclasses
2 values
balance
int64
-8,019
102k
housing
stringclasses
2 values
loan
stringclasses
2 values
contact
stringclasses
3 values
day
int64
1
31
month
stringclasses
12 values
duration
int64
0
4.92k
campaign
int64
1
63
pdays
int64
-1
871
previous
int64
0
275
poutcome
stringclasses
4 values
y
stringclasses
2 values
44
blue-collar
married
secondary
no
-674
yes
no
unknown
5
may
257
1
-1
0
unknown
no
53
blue-collar
married
primary
no
90
no
no
unknown
5
may
124
1
-1
0
unknown
no
52
blue-collar
married
primary
no
128
yes
no
unknown
5
may
229
1
-1
0
unknown
no
59
blue-collar
married
primary
no
179
yes
no
unknown
5
may
55
3
-1
0
unknown
no
27
technician
single
tertiary
no
0
yes
no
unknown
5
may
400
1
-1
0
unknown
no
44
blue-collar
married
secondary
no
54
yes
no
unknown
5
may
197
1
-1
0
unknown
no
47
technician
married
tertiary
no
151
yes
no
unknown
5
may
190
1
-1
0
unknown
no
34
admin.
married
secondary
no
61
no
yes
unknown
5
may
21
1
-1
0
unknown
no
59
retired
single
secondary
no
30
yes
no
unknown
5
may
514
1
-1
0
unknown
no
45
management
married
tertiary
no
523
yes
no
unknown
5
may
849
2
-1
0
unknown
no
29
services
divorced
secondary
no
31
yes
no
unknown
5
may
194
1
-1
0
unknown
no
46
technician
divorced
secondary
no
79
no
no
unknown
5
may
144
1
-1
0
unknown
no
56
self-employed
married
primary
no
-34
yes
yes
unknown
5
may
212
2
-1
0
unknown
no
36
blue-collar
married
primary
no
448
yes
no
unknown
5
may
286
1
-1
0
unknown
no
59
retired
divorced
primary
no
81
yes
no
unknown
5
may
107
1
-1
0
unknown
no
44
blue-collar
married
secondary
no
144
yes
no
unknown
5
may
247
2
-1
0
unknown
no
41
admin.
married
secondary
no
351
yes
no
unknown
5
may
518
1
-1
0
unknown
no
33
management
single
tertiary
no
-67
yes
no
unknown
5
may
364
1
-1
0
unknown
no
59
management
divorced
tertiary
no
262
no
no
unknown
5
may
178
1
-1
0
unknown
no
57
technician
married
primary
no
0
no
no
unknown
5
may
98
1
-1
0
unknown
no
56
technician
divorced
unknown
no
56
yes
no
unknown
5
may
439
1
-1
0
unknown
no
51
blue-collar
married
secondary
no
26
yes
no
unknown
5
may
79
1
-1
0
unknown
no
34
admin.
married
unknown
no
3
yes
no
unknown
5
may
120
3
-1
0
unknown
no
43
services
married
secondary
no
41
yes
yes
unknown
5
may
127
2
-1
0
unknown
no
52
technician
married
tertiary
no
7
no
yes
unknown
5
may
175
1
-1
0
unknown
no
33
technician
single
secondary
no
105
yes
no
unknown
5
may
262
2
-1
0
unknown
no
29
admin.
single
secondary
no
818
yes
yes
unknown
5
may
61
1
-1
0
unknown
no
34
services
married
secondary
no
-16
yes
yes
unknown
5
may
78
1
-1
0
unknown
no
31
blue-collar
married
secondary
no
0
yes
no
unknown
5
may
143
1
-1
0
unknown
no
55
services
married
secondary
no
2,476
yes
no
unknown
5
may
579
1
-1
0
unknown
yes
55
management
married
unknown
no
1,185
no
no
unknown
5
may
677
1
-1
0
unknown
no
32
admin.
single
secondary
no
217
yes
no
unknown
5
may
345
1
-1
0
unknown
no
38
technician
single
secondary
no
1,685
yes
no
unknown
5
may
185
1
-1
0
unknown
no
55
admin.
single
secondary
no
802
yes
yes
unknown
5
may
100
2
-1
0
unknown
no
28
unemployed
single
tertiary
no
0
yes
no
unknown
5
may
125
2
-1
0
unknown
no
23
blue-collar
married
secondary
no
94
yes
no
unknown
5
may
193
1
-1
0
unknown
no
32
technician
single
secondary
no
0
yes
no
unknown
5
may
136
1
-1
0
unknown
no
43
services
single
unknown
no
0
no
no
unknown
5
may
73
1
-1
0
unknown
no
32
blue-collar
married
secondary
no
517
yes
no
unknown
5
may
528
1
-1
0
unknown
no
46
blue-collar
married
secondary
no
265
yes
no
unknown
5
may
541
1
-1
0
unknown
no
53
housemaid
divorced
primary
no
947
yes
no
unknown
5
may
163
1
-1
0
unknown
no
34
self-employed
single
secondary
no
3
yes
no
unknown
5
may
301
1
-1
0
unknown
no
57
unemployed
married
tertiary
no
42
no
no
unknown
5
may
46
1
-1
0
unknown
no
37
blue-collar
married
secondary
no
37
yes
no
unknown
5
may
204
1
-1
0
unknown
no
59
blue-collar
married
secondary
no
57
yes
no
unknown
5
may
98
1
-1
0
unknown
no
33
services
married
secondary
no
22
yes
no
unknown
5
may
71
1
-1
0
unknown
no
56
blue-collar
divorced
primary
no
8
yes
no
unknown
5
may
157
2
-1
0
unknown
no
48
unemployed
married
secondary
no
293
yes
no
unknown
5
may
243
1
-1
0
unknown
no
43
services
married
primary
no
3
yes
no
unknown
5
may
186
2
-1
0
unknown
no
54
blue-collar
married
primary
no
348
yes
no
unknown
5
may
579
2
-1
0
unknown
no
51
blue-collar
married
unknown
no
-19
yes
no
unknown
5
may
163
2
-1
0
unknown
no
26
student
single
secondary
no
0
yes
no
unknown
5
may
610
2
-1
0
unknown
no
40
management
married
tertiary
no
-4
yes
no
unknown
5
may
2,033
1
-1
0
unknown
no
39
management
married
secondary
no
18
yes
no
unknown
5
may
85
1
-1
0
unknown
no
50
technician
married
primary
no
139
no
no
unknown
5
may
114
2
-1
0
unknown
no
41
services
married
secondary
no
0
yes
no
unknown
5
may
114
2
-1
0
unknown
no
51
blue-collar
married
unknown
no
1,883
yes
no
unknown
5
may
57
1
-1
0
unknown
no
60
retired
divorced
secondary
no
216
yes
no
unknown
5
may
238
1
-1
0
unknown
no
52
blue-collar
married
secondary
no
782
yes
no
unknown
5
may
93
3
-1
0
unknown
no
48
blue-collar
married
secondary
no
904
yes
no
unknown
5
may
128
2
-1
0
unknown
no
48
services
married
unknown
no
1,705
yes
no
unknown
5
may
107
1
-1
0
unknown
no
39
technician
single
tertiary
no
47
yes
no
unknown
5
may
181
1
-1
0
unknown
no
47
services
single
secondary
no
176
yes
no
unknown
5
may
303
2
-1
0
unknown
no
40
blue-collar
married
secondary
no
1,225
yes
no
unknown
5
may
558
5
-1
0
unknown
no
45
technician
married
secondary
no
86
yes
no
unknown
5
may
270
1
-1
0
unknown
no
26
admin.
single
secondary
no
82
yes
no
unknown
5
may
228
1
-1
0
unknown
no
52
management
married
tertiary
no
271
yes
no
unknown
5
may
99
1
-1
0
unknown
no
54
technician
married
secondary
no
1,378
yes
no
unknown
5
may
240
1
-1
0
unknown
no
54
admin.
married
tertiary
no
184
no
no
unknown
5
may
673
2
-1
0
unknown
yes
50
blue-collar
married
primary
no
0
no
no
unknown
5
may
233
3
-1
0
unknown
no
35
blue-collar
married
secondary
no
0
yes
no
unknown
5
may
1,056
1
-1
0
unknown
no
44
services
married
secondary
no
1,357
yes
yes
unknown
5
may
250
1
-1
0
unknown
no
53
entrepreneur
married
unknown
no
19
yes
no
unknown
5
may
252
1
-1
0
unknown
no
35
retired
single
primary
no
434
no
no
unknown
5
may
138
1
-1
0
unknown
no
60
admin.
divorced
secondary
no
92
yes
no
unknown
5
may
130
1
-1
0
unknown
no
53
admin.
divorced
secondary
no
1,151
yes
no
unknown
5
may
412
1
-1
0
unknown
no
48
unemployed
married
secondary
no
41
yes
no
unknown
5
may
179
2
-1
0
unknown
no
34
technician
married
secondary
no
51
yes
no
unknown
5
may
19
2
-1
0
unknown
no
54
services
married
secondary
no
214
yes
no
unknown
5
may
458
2
-1
0
unknown
no
51
management
married
secondary
no
1,161
yes
no
unknown
5
may
717
1
-1
0
unknown
no
31
services
married
tertiary
no
37
yes
no
unknown
5
may
313
1
-1
0
unknown
no
35
technician
divorced
secondary
no
787
yes
no
unknown
5
may
683
2
-1
0
unknown
no
35
services
married
secondary
no
59
yes
no
unknown
5
may
1,077
1
-1
0
unknown
no
38
technician
married
secondary
no
253
yes
no
unknown
5
may
416
1
-1
0
unknown
no
36
admin.
married
tertiary
no
211
yes
no
unknown
5
may
146
2
-1
0
unknown
no
58
retired
married
primary
no
235
yes
no
unknown
5
may
167
1
-1
0
unknown
no
40
services
divorced
unknown
no
4,384
yes
no
unknown
5
may
315
1
-1
0
unknown
no
54
management
married
secondary
no
4,080
no
no
unknown
5
may
140
1
-1
0
unknown
no
34
blue-collar
single
secondary
no
53
yes
yes
unknown
5
may
346
1
-1
0
unknown
no
31
management
single
tertiary
no
0
yes
no
unknown
5
may
562
1
-1
0
unknown
no
51
retired
married
secondary
no
2,127
yes
no
unknown
5
may
172
1
-1
0
unknown
no
33
management
married
tertiary
no
377
yes
no
unknown
5
may
217
1
-1
0
unknown
no
55
management
married
tertiary
no
73
yes
no
unknown
5
may
142
2
-1
0
unknown
no
42
admin.
married
secondary
no
445
yes
no
unknown
5
may
67
1
-1
0
unknown
no
34
blue-collar
married
secondary
no
243
yes
no
unknown
5
may
291
1
-1
0
unknown
no
33
blue-collar
single
secondary
no
307
yes
no
unknown
5
may
309
2
-1
0
unknown
no
38
services
married
secondary
no
155
yes
no
unknown
5
may
248
1
-1
0
unknown
no
50
technician
divorced
tertiary
no
173
no
yes
unknown
5
may
98
1
-1
0
unknown
no
43
management
married
tertiary
no
400
yes
no
unknown
5
may
256
1
-1
0
unknown
no
61
blue-collar
divorced
primary
no
1,428
yes
no
unknown
5
may
82
2
-1
0
unknown
no