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
42
housemaid
married
primary
no
17
yes
no
unknown
6
may
124
1
-1
0
unknown
no
48
technician
married
secondary
no
141
yes
yes
unknown
6
may
424
1
-1
0
unknown
no
29
self-employed
single
tertiary
no
16
yes
no
unknown
6
may
43
1
-1
0
unknown
no
50
services
married
secondary
no
206
yes
no
unknown
6
may
154
1
-1
0
unknown
no
52
technician
married
unknown
no
7
no
no
unknown
6
may
203
2
-1
0
unknown
no
50
management
married
tertiary
no
0
no
no
unknown
6
may
326
1
-1
0
unknown
no
58
retired
married
tertiary
no
0
no
no
unknown
6
may
393
1
-1
0
unknown
no
46
blue-collar
divorced
primary
no
1,927
yes
no
unknown
6
may
241
3
-1
0
unknown
no
38
technician
married
secondary
no
284
yes
no
unknown
6
may
483
1
-1
0
unknown
no
46
blue-collar
married
secondary
no
1,660
yes
no
unknown
6
may
259
1
-1
0
unknown
no
32
services
single
secondary
no
406
yes
no
unknown
6
may
227
1
-1
0
unknown
no
51
blue-collar
married
primary
no
230
yes
no
unknown
6
may
673
1
-1
0
unknown
no
39
admin.
single
secondary
no
-25
yes
no
unknown
6
may
576
1
-1
0
unknown
no
48
admin.
married
secondary
no
182
yes
no
unknown
6
may
180
2
-1
0
unknown
no
36
entrepreneur
married
tertiary
no
1,169
yes
no
unknown
6
may
168
2
-1
0
unknown
no
34
admin.
divorced
secondary
no
67
yes
no
unknown
6
may
90
1
-1
0
unknown
no
40
technician
married
secondary
no
77
no
no
unknown
6
may
505
1
-1
0
unknown
no
43
unemployed
married
secondary
no
0
yes
no
unknown
6
may
245
1
-1
0
unknown
no
52
blue-collar
divorced
primary
no
55
yes
yes
unknown
6
may
186
1
-1
0
unknown
no
33
technician
married
secondary
yes
72
yes
no
unknown
6
may
623
1
-1
0
unknown
no
49
management
single
tertiary
no
163
yes
no
unknown
6
may
496
3
-1
0
unknown
no
32
management
single
tertiary
no
151
yes
no
unknown
6
may
118
1
-1
0
unknown
no
39
admin.
single
secondary
no
113
yes
no
unknown
6
may
342
1
-1
0
unknown
no
40
blue-collar
married
secondary
no
0
yes
no
unknown
6
may
225
1
-1
0
unknown
no
38
technician
single
tertiary
no
9
yes
no
unknown
6
may
185
3
-1
0
unknown
no
43
management
married
secondary
no
375
yes
no
unknown
6
may
196
2
-1
0
unknown
no
39
services
married
secondary
no
1,142
yes
no
unknown
6
may
276
1
-1
0
unknown
no
54
blue-collar
married
primary
no
2,102
yes
no
unknown
6
may
76
1
-1
0
unknown
no
38
technician
single
tertiary
no
4,325
yes
no
unknown
6
may
87
1
-1
0
unknown
no
40
blue-collar
married
secondary
no
217
yes
no
unknown
6
may
195
1
-1
0
unknown
no
55
admin.
married
secondary
no
131
yes
no
unknown
6
may
744
1
-1
0
unknown
no
42
management
married
tertiary
no
1,680
yes
no
unknown
6
may
765
1
-1
0
unknown
no
39
blue-collar
married
secondary
no
0
yes
no
unknown
6
may
262
1
-1
0
unknown
no
40
blue-collar
married
primary
no
46
yes
no
unknown
6
may
119
1
-1
0
unknown
no
32
blue-collar
married
secondary
no
320
yes
no
unknown
6
may
198
2
-1
0
unknown
no
55
admin.
married
secondary
no
183
yes
no
unknown
6
may
150
1
-1
0
unknown
no
45
blue-collar
married
secondary
no
39
no
no
unknown
6
may
241
1
-1
0
unknown
no
35
management
single
tertiary
no
560
yes
no
unknown
6
may
181
1
-1
0
unknown
no
58
technician
divorced
secondary
no
469
no
no
unknown
6
may
196
1
-1
0
unknown
no
35
admin.
married
secondary
no
530
yes
no
unknown
6
may
149
1
-1
0
unknown
no
49
services
married
primary
no
61
yes
no
unknown
6
may
246
1
-1
0
unknown
no
34
technician
single
tertiary
no
242
yes
no
unknown
6
may
112
1
-1
0
unknown
no
36
blue-collar
married
secondary
no
139
yes
no
unknown
6
may
309
2
-1
0
unknown
no
24
self-employed
single
secondary
no
0
yes
no
unknown
6
may
278
1
-1
0
unknown
no
34
technician
married
secondary
no
367
yes
no
unknown
6
may
140
1
-1
0
unknown
no
51
admin.
divorced
secondary
no
228
yes
no
unknown
6
may
136
1
-1
0
unknown
no
39
technician
single
unknown
no
45,248
yes
no
unknown
6
may
1,623
1
-1
0
unknown
yes
50
self-employed
married
unknown
no
-84
yes
no
unknown
6
may
101
1
-1
0
unknown
no
32
services
single
secondary
no
310
yes
no
unknown
6
may
144
1
-1
0
unknown
no
42
blue-collar
married
unknown
no
132
yes
no
unknown
6
may
238
1
-1
0
unknown
no
50
technician
married
secondary
no
797
yes
no
unknown
6
may
354
1
-1
0
unknown
no
40
services
married
secondary
no
71
no
no
unknown
6
may
79
1
-1
0
unknown
no
46
management
divorced
unknown
no
2
yes
no
unknown
6
may
187
1
-1
0
unknown
no
37
management
married
tertiary
no
231
yes
yes
unknown
6
may
451
2
-1
0
unknown
no
34
blue-collar
married
secondary
no
270
yes
yes
unknown
6
may
159
1
-1
0
unknown
no
44
blue-collar
married
secondary
no
274
yes
yes
unknown
6
may
409
1
-1
0
unknown
no
40
admin.
single
secondary
no
-109
yes
yes
unknown
6
may
170
1
-1
0
unknown
no
37
technician
married
secondary
no
1
yes
no
unknown
6
may
608
1
-1
0
unknown
yes
33
blue-collar
single
secondary
yes
-60
no
no
unknown
6
may
243
1
-1
0
unknown
no
35
blue-collar
married
secondary
no
89
yes
no
unknown
6
may
145
2
-1
0
unknown
no
58
blue-collar
divorced
secondary
no
-11
no
no
unknown
6
may
112
1
-1
0
unknown
no
39
blue-collar
married
primary
no
0
yes
no
unknown
6
may
262
2
-1
0
unknown
no
43
blue-collar
married
secondary
no
-509
yes
no
unknown
6
may
124
1
-1
0
unknown
no
39
unemployed
married
primary
no
408
yes
no
unknown
6
may
53
1
-1
0
unknown
no
36
services
single
primary
no
58
yes
no
unknown
6
may
134
1
-1
0
unknown
no
57
retired
single
secondary
no
1,640
no
yes
unknown
6
may
204
4
-1
0
unknown
no
36
admin.
single
secondary
no
20
yes
no
unknown
6
may
186
1
-1
0
unknown
no
50
blue-collar
married
primary
no
71
yes
no
unknown
6
may
678
1
-1
0
unknown
no
55
blue-collar
married
secondary
no
52
yes
no
unknown
6
may
182
1
-1
0
unknown
no
44
self-employed
married
tertiary
no
292
yes
no
unknown
6
may
162
1
-1
0
unknown
no
44
services
divorced
secondary
no
424
yes
no
unknown
6
may
27
1
-1
0
unknown
no
39
housemaid
single
primary
no
109
yes
no
unknown
6
may
699
3
-1
0
unknown
no
46
blue-collar
married
unknown
no
1,044
yes
no
unknown
6
may
43
1
-1
0
unknown
no
39
blue-collar
married
secondary
no
983
yes
no
unknown
6
may
97
1
-1
0
unknown
no
34
admin.
married
secondary
no
869
no
no
unknown
6
may
1,677
1
-1
0
unknown
yes
40
blue-collar
married
primary
no
668
yes
no
unknown
6
may
283
2
-1
0
unknown
no
50
management
married
tertiary
no
964
yes
no
unknown
6
may
323
1
-1
0
unknown
no
31
management
single
secondary
no
301
yes
no
unknown
6
may
82
1
-1
0
unknown
no
37
admin.
single
secondary
no
140
yes
no
unknown
6
may
310
1
-1
0
unknown
no
39
management
single
secondary
no
1,877
yes
no
unknown
6
may
185
1
-1
0
unknown
no
51
blue-collar
married
primary
no
1,127
yes
no
unknown
6
may
47
1
-1
0
unknown
no
41
technician
married
secondary
no
871
yes
no
unknown
6
may
145
1
-1
0
unknown
no
41
technician
married
secondary
no
767
yes
yes
unknown
6
may
204
1
-1
0
unknown
no
43
blue-collar
married
secondary
no
0
no
no
unknown
6
may
187
1
-1
0
unknown
no
30
services
single
secondary
no
209
yes
no
unknown
6
may
30
2
-1
0
unknown
no
54
management
divorced
primary
no
0
no
no
unknown
6
may
472
1
-1
0
unknown
no
43
blue-collar
divorced
secondary
no
110
yes
yes
unknown
6
may
448
1
-1
0
unknown
no
59
management
divorced
tertiary
no
-76
yes
yes
unknown
6
may
264
1
-1
0
unknown
no
47
technician
married
unknown
no
178
yes
no
unknown
6
may
169
1
-1
0
unknown
no
40
blue-collar
married
primary
no
-66
yes
no
unknown
6
may
288
1
-1
0
unknown
no
32
technician
married
secondary
no
0
yes
no
unknown
6
may
176
2
-1
0
unknown
no
29
blue-collar
married
secondary
no
1
yes
no
unknown
6
may
215
1
-1
0
unknown
no
36
blue-collar
married
secondary
no
0
yes
no
unknown
6
may
337
1
-1
0
unknown
no
55
unemployed
married
tertiary
no
5,345
no
no
unknown
6
may
278
1
-1
0
unknown
no
30
blue-collar
divorced
secondary
no
-209
yes
no
unknown
6
may
188
2
-1
0
unknown
no
39
admin.
single
secondary
no
0
yes
no
unknown
6
may
174
2
-1
0
unknown
no
39
blue-collar
divorced
secondary
no
42
yes
no
unknown
6
may
226
2
-1
0
unknown
no
50
blue-collar
divorced
secondary
no
41
yes
no
unknown
6
may
190
1
-1
0
unknown
no
44
blue-collar
married
secondary
no
-99
yes
no
unknown
6
may
111
2
-1
0
unknown
no
37
technician
single
secondary
no
17
yes
no
unknown
6
may
164
1
-1
0
unknown
no