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
46
admin.
married
primary
no
276
yes
yes
unknown
6
may
157
2
-1
0
unknown
no
32
technician
single
unknown
no
-170
no
no
unknown
6
may
46
1
-1
0
unknown
no
37
management
single
tertiary
no
230
yes
yes
unknown
6
may
374
1
-1
0
unknown
no
29
blue-collar
married
secondary
no
9
yes
no
unknown
6
may
349
1
-1
0
unknown
no
41
blue-collar
married
secondary
no
946
yes
no
unknown
6
may
325
1
-1
0
unknown
no
45
blue-collar
married
primary
no
1,297
yes
no
unknown
6
may
233
2
-1
0
unknown
no
57
retired
divorced
secondary
no
-331
yes
no
unknown
6
may
531
1
-1
0
unknown
no
48
blue-collar
single
secondary
no
44
yes
no
unknown
6
may
153
1
-1
0
unknown
no
60
retired
married
secondary
yes
15
no
no
unknown
6
may
80
1
-1
0
unknown
no
26
admin.
single
secondary
no
712
yes
no
unknown
6
may
232
1
-1
0
unknown
no
58
retired
married
secondary
no
5,435
yes
no
unknown
6
may
118
1
-1
0
unknown
no
34
admin.
married
secondary
no
507
yes
no
unknown
6
may
190
1
-1
0
unknown
no
55
unemployed
divorced
secondary
no
387
yes
no
unknown
6
may
918
1
-1
0
unknown
yes
41
blue-collar
married
primary
no
0
yes
yes
unknown
6
may
238
1
-1
0
unknown
no
50
management
divorced
secondary
no
1,716
yes
no
unknown
6
may
82
1
-1
0
unknown
no
49
entrepreneur
married
secondary
no
167
yes
yes
unknown
6
may
198
3
-1
0
unknown
no
44
admin.
married
unknown
no
40
no
yes
unknown
6
may
160
2
-1
0
unknown
no
44
blue-collar
married
primary
no
148
yes
no
unknown
6
may
211
1
-1
0
unknown
no
31
technician
married
secondary
no
17
yes
yes
unknown
6
may
120
1
-1
0
unknown
no
34
blue-collar
single
tertiary
no
1,011
yes
no
unknown
6
may
136
1
-1
0
unknown
no
46
management
single
unknown
no
1,527
yes
no
unknown
6
may
269
1
-1
0
unknown
no
42
management
married
tertiary
no
744
no
no
unknown
6
may
157
1
-1
0
unknown
no
52
admin.
married
secondary
no
484
yes
no
unknown
6
may
128
1
-1
0
unknown
no
29
management
single
tertiary
no
0
yes
no
unknown
6
may
211
1
-1
0
unknown
no
53
retired
married
primary
no
136
yes
no
unknown
6
may
267
2
-1
0
unknown
no
43
blue-collar
married
secondary
no
1,335
yes
no
unknown
6
may
371
2
-1
0
unknown
no
38
management
married
secondary
no
517
yes
no
unknown
6
may
288
2
-1
0
unknown
no
46
management
married
tertiary
no
459
yes
no
unknown
6
may
221
1
-1
0
unknown
no
48
management
divorced
unknown
no
549
yes
no
unknown
6
may
427
1
-1
0
unknown
no
30
admin.
divorced
secondary
no
83
yes
yes
unknown
6
may
310
1
-1
0
unknown
no
44
blue-collar
married
primary
no
213
no
no
unknown
6
may
158
1
-1
0
unknown
no
31
housemaid
married
primary
no
203
yes
no
unknown
6
may
604
3
-1
0
unknown
no
42
services
single
secondary
no
518
yes
no
unknown
6
may
198
1
-1
0
unknown
no
40
management
single
tertiary
no
3,877
yes
no
unknown
6
may
145
1
-1
0
unknown
no
52
admin.
married
secondary
no
1,236
yes
no
unknown
6
may
247
1
-1
0
unknown
no
45
blue-collar
divorced
secondary
no
756
yes
no
unknown
6
may
179
2
-1
0
unknown
no
48
blue-collar
married
secondary
no
157
yes
no
unknown
6
may
73
1
-1
0
unknown
no
45
blue-collar
married
primary
no
-66
yes
no
unknown
6
may
263
2
-1
0
unknown
no
34
blue-collar
married
unknown
no
245
yes
no
unknown
6
may
13
1
-1
0
unknown
no
34
blue-collar
married
primary
no
-144
yes
no
unknown
6
may
79
2
-1
0
unknown
no
46
blue-collar
married
secondary
no
71
yes
no
unknown
6
may
416
1
-1
0
unknown
no
49
services
divorced
secondary
no
505
yes
no
unknown
6
may
162
1
-1
0
unknown
no
50
technician
married
primary
no
249
yes
no
unknown
6
may
129
1
-1
0
unknown
no
34
admin.
single
secondary
no
0
yes
no
unknown
6
may
150
1
-1
0
unknown
no
40
unemployed
single
secondary
no
11
yes
no
unknown
6
may
43
1
-1
0
unknown
no
36
admin.
married
secondary
no
639
yes
no
unknown
6
may
191
1
-1
0
unknown
no
59
blue-collar
divorced
unknown
no
124
yes
no
unknown
6
may
26
1
-1
0
unknown
no
45
blue-collar
married
secondary
no
82
yes
no
unknown
6
may
250
1
-1
0
unknown
no
36
self-employed
married
tertiary
no
107
yes
no
unknown
6
may
146
1
-1
0
unknown
no
56
services
married
secondary
no
473
yes
no
unknown
6
may
416
1
-1
0
unknown
no
42
services
divorced
secondary
no
372
yes
yes
unknown
6
may
121
2
-1
0
unknown
no
30
admin.
married
secondary
no
46
yes
no
unknown
6
may
114
2
-1
0
unknown
no
30
student
single
tertiary
no
34
yes
no
unknown
6
may
289
1
-1
0
unknown
no
47
self-employed
married
unknown
no
935
yes
no
unknown
6
may
225
1
-1
0
unknown
no
33
blue-collar
married
secondary
no
-10
yes
no
unknown
6
may
123
1
-1
0
unknown
no
36
admin.
married
secondary
no
-106
yes
no
unknown
6
may
130
2
-1
0
unknown
no
39
services
divorced
primary
no
471
yes
no
unknown
6
may
161
2
-1
0
unknown
no
56
admin.
divorced
secondary
no
778
yes
no
unknown
6
may
149
2
-1
0
unknown
no
39
blue-collar
divorced
unknown
no
170
yes
no
unknown
6
may
268
2
-1
0
unknown
no
42
technician
married
secondary
no
315
yes
no
unknown
6
may
259
2
-1
0
unknown
no
52
blue-collar
married
secondary
no
3,165
no
no
unknown
6
may
26
1
-1
0
unknown
no
36
admin.
divorced
secondary
no
131
yes
no
unknown
6
may
153
1
-1
0
unknown
no
35
entrepreneur
married
secondary
yes
204
yes
no
unknown
6
may
424
2
-1
0
unknown
no
47
technician
married
secondary
no
83
yes
no
unknown
6
may
179
2
-1
0
unknown
no
59
services
divorced
secondary
no
0
yes
yes
unknown
6
may
97
1
-1
0
unknown
no
57
blue-collar
married
primary
no
5,431
yes
yes
unknown
6
may
383
1
-1
0
unknown
no
38
management
married
unknown
no
1,759
yes
no
unknown
6
may
440
1
-1
0
unknown
no
46
unemployed
married
secondary
no
-125
yes
no
unknown
6
may
23
1
-1
0
unknown
no
34
blue-collar
married
secondary
no
0
no
no
unknown
6
may
195
1
-1
0
unknown
no
28
services
single
secondary
no
5,090
yes
no
unknown
6
may
1,297
3
-1
0
unknown
yes
38
technician
married
unknown
no
573
yes
no
unknown
6
may
87
1
-1
0
unknown
no
56
blue-collar
married
secondary
no
1,602
yes
no
unknown
6
may
427
1
-1
0
unknown
no
41
blue-collar
single
primary
yes
-137
yes
yes
unknown
6
may
189
1
-1
0
unknown
no
52
technician
married
unknown
no
0
no
no
unknown
6
may
195
1
-1
0
unknown
no
54
services
married
secondary
no
193
no
no
unknown
6
may
179
1
-1
0
unknown
no
61
retired
married
secondary
no
195
yes
yes
unknown
6
may
179
1
-1
0
unknown
no
53
entrepreneur
married
secondary
no
288
no
no
unknown
6
may
69
1
-1
0
unknown
no
47
technician
married
secondary
no
19
yes
no
unknown
6
may
105
2
-1
0
unknown
no
53
blue-collar
married
primary
no
25
yes
no
unknown
6
may
266
3
-1
0
unknown
no
46
services
married
secondary
no
216
yes
no
unknown
6
may
524
2
-1
0
unknown
no
39
blue-collar
divorced
primary
no
190
yes
yes
unknown
6
may
96
2
-1
0
unknown
no
56
technician
divorced
secondary
no
99
yes
no
unknown
6
may
155
2
-1
0
unknown
no
55
services
divorced
primary
no
2,298
yes
no
unknown
6
may
162
2
-1
0
unknown
no
44
management
married
tertiary
no
17
yes
no
unknown
6
may
352
2
-1
0
unknown
no
37
technician
married
primary
no
0
yes
no
unknown
6
may
76
4
-1
0
unknown
no
35
blue-collar
married
primary
no
0
yes
no
unknown
6
may
154
2
-1
0
unknown
no
55
blue-collar
married
secondary
no
840
yes
no
unknown
6
may
310
2
-1
0
unknown
no
37
services
married
secondary
no
358
yes
no
unknown
6
may
390
3
-1
0
unknown
no
30
technician
single
secondary
no
0
yes
no
unknown
6
may
369
1
-1
0
unknown
no
37
blue-collar
married
primary
no
-325
yes
yes
unknown
6
may
112
2
-1
0
unknown
no
36
technician
single
secondary
no
-15
yes
no
unknown
6
may
341
3
-1
0
unknown
no
38
technician
married
secondary
no
581
yes
no
unknown
6
may
79
1
-1
0
unknown
no
41
admin.
divorced
primary
no
4,070
yes
no
unknown
6
may
140
2
-1
0
unknown
no
48
retired
married
secondary
no
74
no
yes
unknown
6
may
315
1
-1
0
unknown
no
55
services
divorced
secondary
no
141
yes
no
unknown
6
may
262
2
-1
0
unknown
no
28
services
divorced
secondary
no
89
no
no
unknown
6
may
174
2
-1
0
unknown
no
54
services
married
secondary
yes
0
yes
no
unknown
6
may
138
3
-1
0
unknown
no
30
blue-collar
married
secondary
no
450
no
no
unknown
6
may
526
2
-1
0
unknown
no
48
technician
married
tertiary
no
310
no
no
unknown
6
may
135
1
-1
0
unknown
no
31
self-employed
married
secondary
no
0
yes
no
unknown
6
may
36
5
-1
0
unknown
no