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
blue-collar
married
unknown
no
408
yes
no
unknown
5
may
107
2
-1
0
unknown
no
51
admin.
married
secondary
no
531
yes
no
unknown
5
may
267
2
-1
0
unknown
no
57
retired
married
secondary
no
211
yes
no
unknown
5
may
248
2
-1
0
unknown
no
36
services
single
secondary
no
62
yes
no
unknown
5
may
215
2
-1
0
unknown
no
53
services
married
unknown
no
257
yes
no
unknown
5
may
209
2
-1
0
unknown
no
50
technician
married
secondary
no
1,234
yes
no
unknown
5
may
205
2
-1
0
unknown
no
54
management
married
tertiary
no
313
yes
no
unknown
5
may
83
2
-1
0
unknown
no
55
blue-collar
married
secondary
no
89
yes
no
unknown
5
may
106
3
-1
0
unknown
no
44
blue-collar
married
secondary
no
129
yes
yes
unknown
5
may
189
2
-1
0
unknown
no
43
management
married
unknown
no
0
yes
no
unknown
5
may
105
2
-1
0
unknown
no
56
admin.
married
secondary
no
353
yes
no
unknown
5
may
106
2
-1
0
unknown
no
54
technician
married
unknown
no
851
yes
no
unknown
5
may
108
2
-1
0
unknown
no
55
services
divorced
primary
no
96
yes
yes
unknown
5
may
311
2
-1
0
unknown
no
37
services
divorced
secondary
no
398
yes
yes
unknown
5
may
214
2
-1
0
unknown
no
33
admin.
single
tertiary
no
193
no
no
unknown
5
may
132
2
-1
0
unknown
no
46
admin.
married
secondary
no
-358
yes
no
unknown
5
may
358
2
-1
0
unknown
no
36
blue-collar
married
secondary
no
539
yes
yes
unknown
5
may
453
2
-1
0
unknown
no
51
technician
single
secondary
no
0
yes
no
unknown
5
may
364
2
-1
0
unknown
no
40
retired
single
primary
no
0
no
no
unknown
5
may
136
2
-1
0
unknown
no
42
blue-collar
married
secondary
no
490
yes
no
unknown
5
may
386
2
-1
0
unknown
no
51
blue-collar
married
secondary
no
0
yes
no
unknown
5
may
173
2
-1
0
unknown
no
49
blue-collar
married
unknown
no
403
yes
no
unknown
5
may
241
2
-1
0
unknown
no
48
management
married
secondary
no
161
yes
no
unknown
5
may
224
3
-1
0
unknown
no
32
technician
divorced
tertiary
no
2,558
no
no
unknown
5
may
148
2
-1
0
unknown
no
31
admin.
single
secondary
no
98
yes
no
unknown
5
may
196
2
-1
0
unknown
no
55
management
single
tertiary
no
115
no
no
unknown
5
may
111
4
-1
0
unknown
no
40
blue-collar
single
secondary
no
436
yes
no
unknown
5
may
231
3
-1
0
unknown
no
47
technician
married
tertiary
no
831
yes
no
unknown
5
may
316
3
-1
0
unknown
no
57
technician
married
unknown
no
206
yes
no
unknown
5
may
216
3
-1
0
unknown
no
41
blue-collar
married
secondary
no
290
yes
no
unknown
5
may
240
2
-1
0
unknown
no
48
blue-collar
married
secondary
no
1
no
no
unknown
5
may
669
3
-1
0
unknown
no
42
blue-collar
married
unknown
no
57
yes
no
unknown
5
may
425
2
-1
0
unknown
no
30
blue-collar
single
secondary
no
-457
yes
no
unknown
5
may
143
2
-1
0
unknown
no
58
management
single
tertiary
no
1,387
yes
no
unknown
5
may
174
5
-1
0
unknown
no
45
management
divorced
tertiary
no
24,598
yes
no
unknown
5
may
313
3
-1
0
unknown
no
49
blue-collar
married
secondary
no
30
yes
no
unknown
5
may
135
4
-1
0
unknown
no
42
admin.
single
secondary
no
1,022
yes
no
unknown
5
may
146
2
-1
0
unknown
no
53
technician
married
secondary
no
56
yes
yes
unknown
5
may
152
2
-1
0
unknown
no
51
admin.
single
secondary
yes
-2
no
no
unknown
5
may
402
3
-1
0
unknown
no
32
services
single
secondary
no
121
yes
no
unknown
5
may
213
2
-1
0
unknown
no
41
blue-collar
single
secondary
no
842
yes
no
unknown
5
may
144
3
-1
0
unknown
no
43
management
divorced
secondary
no
693
yes
no
unknown
5
may
124
3
-1
0
unknown
no
40
blue-collar
divorced
secondary
no
-333
yes
no
unknown
5
may
183
2
-1
0
unknown
no
50
blue-collar
married
primary
no
1,533
yes
no
unknown
5
may
325
2
-1
0
unknown
no
34
management
married
tertiary
no
46
yes
no
unknown
5
may
39
4
-1
0
unknown
no
53
services
married
unknown
no
18
no
no
unknown
5
may
503
2
-1
0
unknown
no
45
technician
married
secondary
no
44
yes
no
unknown
5
may
95
4
-1
0
unknown
no
39
blue-collar
married
primary
no
-100
yes
no
unknown
5
may
680
2
-1
0
unknown
no
44
services
married
tertiary
no
510
yes
no
unknown
5
may
421
4
-1
0
unknown
no
55
management
married
tertiary
no
685
yes
no
unknown
5
may
174
3
-1
0
unknown
no
46
management
single
tertiary
no
187
yes
no
unknown
5
may
113
2
-1
0
unknown
no
45
blue-collar
married
secondary
no
66
yes
no
unknown
5
may
808
2
-1
0
unknown
no
34
admin.
married
secondary
no
560
yes
no
unknown
5
may
198
3
-1
0
unknown
no
36
blue-collar
married
secondary
no
0
yes
no
unknown
5
may
195
2
-1
0
unknown
no
59
unknown
divorced
unknown
no
27
no
no
unknown
5
may
347
3
-1
0
unknown
no
31
admin.
single
secondary
no
12
yes
no
unknown
5
may
208
2
-1
0
unknown
no
44
blue-collar
single
secondary
no
34
yes
no
unknown
5
may
404
4
-1
0
unknown
no
33
entrepreneur
single
tertiary
no
1,068
yes
no
unknown
5
may
396
2
-1
0
unknown
no
40
blue-collar
married
secondary
no
211
yes
no
unknown
5
may
216
4
-1
0
unknown
no
46
admin.
single
tertiary
no
377
yes
no
unknown
5
may
98
2
-1
0
unknown
no
48
management
married
tertiary
no
263
yes
no
unknown
5
may
350
2
-1
0
unknown
no
42
services
married
secondary
no
1,263
yes
no
unknown
6
may
114
2
-1
0
unknown
no
27
services
married
secondary
no
8
yes
no
unknown
6
may
88
3
-1
0
unknown
no
48
admin.
married
secondary
no
126
yes
yes
unknown
6
may
379
2
-1
0
unknown
no
59
admin.
married
secondary
no
230
yes
no
unknown
6
may
190
3
-1
0
unknown
no
46
technician
married
tertiary
no
841
yes
no
unknown
6
may
158
1
-1
0
unknown
no
38
admin.
divorced
secondary
no
308
yes
no
unknown
6
may
102
1
-1
0
unknown
no
43
management
divorced
tertiary
no
1
yes
no
unknown
6
may
306
1
-1
0
unknown
no
38
admin.
divorced
tertiary
no
86
yes
no
unknown
6
may
218
1
-1
0
unknown
no
23
student
single
secondary
no
157
yes
no
unknown
6
may
54
1
-1
0
unknown
no
34
services
married
secondary
no
22
yes
no
unknown
6
may
344
1
-1
0
unknown
no
38
admin.
married
secondary
no
46
yes
yes
unknown
6
may
195
1
-1
0
unknown
no
37
blue-collar
married
secondary
no
1,293
no
no
unknown
6
may
652
1
-1
0
unknown
no
25
admin.
single
secondary
no
122
yes
no
unknown
6
may
286
1
-1
0
unknown
no
48
blue-collar
married
unknown
no
131
yes
no
unknown
6
may
189
1
-1
0
unknown
no
49
blue-collar
single
secondary
no
143
yes
no
unknown
6
may
83
1
-1
0
unknown
no
38
admin.
single
secondary
no
393
no
no
unknown
6
may
184
2
-1
0
unknown
no
43
blue-collar
married
primary
no
98
yes
no
unknown
6
may
235
1
-1
0
unknown
no
33
management
married
tertiary
no
0
yes
no
unknown
6
may
290
1
-1
0
unknown
no
55
blue-collar
married
secondary
no
224
yes
no
unknown
6
may
232
1
-1
0
unknown
no
38
blue-collar
married
secondary
no
757
yes
no
unknown
6
may
133
1
-1
0
unknown
no
49
services
married
secondary
no
245
yes
yes
unknown
6
may
318
1
-1
0
unknown
no
40
management
married
secondary
no
8,486
no
no
unknown
6
may
260
3
-1
0
unknown
no
43
admin.
married
unknown
no
350
no
no
unknown
6
may
437
1
-1
0
unknown
no
38
blue-collar
married
secondary
no
20
yes
no
unknown
6
may
402
1
-1
0
unknown
no
58
services
married
secondary
no
1,667
yes
yes
unknown
6
may
85
1
-1
0
unknown
no
57
technician
married
unknown
no
345
yes
no
unknown
6
may
125
1
-1
0
unknown
no
32
unemployed
married
secondary
no
10
yes
no
unknown
6
may
501
4
-1
0
unknown
no
56
management
married
tertiary
no
830
yes
yes
unknown
6
may
1,201
1
-1
0
unknown
yes
58
blue-collar
divorced
unknown
no
29
yes
no
unknown
6
may
253
1
-1
0
unknown
no
60
retired
divorced
secondary
no
545
yes
no
unknown
6
may
1,030
1
-1
0
unknown
yes
37
technician
married
tertiary
no
8,730
yes
no
unknown
6
may
149
1
-1
0
unknown
no
46
technician
divorced
tertiary
no
477
yes
no
unknown
6
may
114
1
-1
0
unknown
no
27
admin.
married
secondary
no
4
yes
no
unknown
6
may
243
1
-1
0
unknown
no
43
blue-collar
married
secondary
no
1,205
yes
no
unknown
6
may
769
2
-1
0
unknown
no
32
technician
single
secondary
no
0
yes
yes
unknown
6
may
135
3
-1
0
unknown
no
40
admin.
single
secondary
no
263
yes
no
unknown
6
may
231
1
-1
0
unknown
no
38
admin.
married
secondary
no
1
no
no
unknown
6
may
76
1
-1
0
unknown
no
34
blue-collar
married
secondary
no
283
no
yes
unknown
6
may
199
1
-1
0
unknown
no
47
blue-collar
married
primary
no
206
yes
no
unknown
6
may
152
1
-1
0
unknown
no