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
47
admin.
married
secondary
no
219
yes
no
unknown
5
may
577
1
-1
0
unknown
no
48
self-employed
married
tertiary
no
7
yes
no
unknown
5
may
286
1
-1
0
unknown
no
44
blue-collar
married
secondary
no
575
yes
no
unknown
5
may
477
1
-1
0
unknown
no
35
student
single
unknown
no
298
yes
no
unknown
5
may
611
2
-1
0
unknown
no
35
services
married
secondary
no
0
yes
no
unknown
5
may
471
1
-1
0
unknown
no
50
services
married
secondary
no
5,699
yes
no
unknown
5
may
381
2
-1
0
unknown
no
41
management
married
tertiary
no
176
yes
yes
unknown
5
may
42
1
-1
0
unknown
no
41
management
married
tertiary
no
517
yes
no
unknown
5
may
251
1
-1
0
unknown
no
39
services
single
unknown
no
257
yes
no
unknown
5
may
408
1
-1
0
unknown
no
42
retired
married
secondary
no
56
yes
no
unknown
5
may
215
1
-1
0
unknown
no
38
blue-collar
married
secondary
no
-390
yes
no
unknown
5
may
287
1
-1
0
unknown
no
53
retired
married
secondary
no
330
yes
no
unknown
5
may
216
2
-1
0
unknown
no
59
housemaid
divorced
primary
no
195
no
no
unknown
5
may
366
2
-1
0
unknown
no
36
services
married
secondary
no
301
yes
no
unknown
5
may
210
1
-1
0
unknown
no
54
blue-collar
married
primary
no
-41
yes
no
unknown
5
may
288
1
-1
0
unknown
no
40
technician
married
tertiary
no
483
yes
no
unknown
5
may
168
1
-1
0
unknown
no
47
unknown
married
unknown
no
28
no
no
unknown
5
may
338
2
-1
0
unknown
no
53
unemployed
married
unknown
no
13
no
no
unknown
5
may
410
3
-1
0
unknown
no
46
housemaid
married
primary
no
965
no
no
unknown
5
may
177
1
-1
0
unknown
no
39
management
married
tertiary
no
378
yes
yes
unknown
5
may
127
2
-1
0
unknown
no
40
unemployed
married
secondary
no
219
yes
no
unknown
5
may
357
1
-1
0
unknown
no
28
blue-collar
married
primary
no
324
yes
no
unknown
5
may
175
1
-1
0
unknown
no
35
entrepreneur
divorced
secondary
no
-69
yes
no
unknown
5
may
300
1
-1
0
unknown
no
55
retired
married
secondary
no
0
no
yes
unknown
5
may
136
1
-1
0
unknown
no
43
technician
divorced
unknown
no
205
yes
no
unknown
5
may
1,419
1
-1
0
unknown
no
48
blue-collar
married
primary
no
278
yes
no
unknown
5
may
125
2
-1
0
unknown
no
58
management
married
unknown
no
1,065
yes
no
unknown
5
may
213
3
-1
0
unknown
no
33
management
single
tertiary
no
34
yes
no
unknown
5
may
27
1
-1
0
unknown
no
36
blue-collar
married
unknown
no
1,033
no
no
unknown
5
may
238
2
-1
0
unknown
no
53
services
divorced
secondary
no
1,467
yes
no
unknown
5
may
124
1
-1
0
unknown
no
47
blue-collar
married
primary
no
-12
yes
no
unknown
5
may
18
1
-1
0
unknown
no
31
services
married
secondary
no
388
yes
no
unknown
5
may
730
2
-1
0
unknown
no
57
entrepreneur
married
secondary
no
294
yes
no
unknown
5
may
746
2
-1
0
unknown
no
53
blue-collar
married
unknown
no
1,827
no
no
unknown
5
may
121
1
-1
0
unknown
no
55
blue-collar
married
primary
no
627
yes
no
unknown
5
may
247
1
-1
0
unknown
no
45
blue-collar
married
primary
no
25
yes
no
unknown
5
may
40
1
-1
0
unknown
no
53
admin.
divorced
secondary
no
315
yes
no
unknown
5
may
181
2
-1
0
unknown
no
37
blue-collar
married
primary
no
0
yes
no
unknown
5
may
79
1
-1
0
unknown
no
44
admin.
divorced
secondary
no
66
yes
no
unknown
5
may
206
1
-1
0
unknown
no
49
blue-collar
divorced
primary
no
-9
yes
yes
unknown
5
may
389
1
-1
0
unknown
no
46
technician
married
secondary
no
349
yes
yes
unknown
5
may
127
1
-1
0
unknown
no
43
entrepreneur
married
unknown
no
100
yes
no
unknown
5
may
702
1
-1
0
unknown
no
38
admin.
married
secondary
no
0
no
no
unknown
5
may
151
1
-1
0
unknown
no
43
technician
married
secondary
no
434
yes
no
unknown
5
may
117
1
-1
0
unknown
no
49
management
married
tertiary
no
3,237
yes
no
unknown
5
may
232
3
-1
0
unknown
no
42
management
married
unknown
no
275
no
no
unknown
5
may
408
2
-1
0
unknown
no
22
blue-collar
single
secondary
no
0
yes
no
unknown
5
may
179
2
-1
0
unknown
no
40
management
married
tertiary
no
207
yes
no
unknown
5
may
39
1
-1
0
unknown
no
39
blue-collar
married
secondary
no
483
yes
no
unknown
5
may
282
1
-1
0
unknown
no
51
services
married
secondary
no
2,248
yes
no
unknown
5
may
714
2
-1
0
unknown
no
49
admin.
married
secondary
no
428
yes
no
unknown
5
may
50
1
-1
0
unknown
no
53
blue-collar
married
secondary
no
0
yes
yes
unknown
5
may
181
1
-1
0
unknown
no
34
services
single
secondary
no
0
yes
no
unknown
5
may
142
1
-1
0
unknown
no
33
technician
divorced
secondary
no
140
yes
no
unknown
5
may
227
1
-1
0
unknown
no
50
management
single
tertiary
no
297
yes
no
unknown
5
may
119
1
-1
0
unknown
no
39
blue-collar
married
primary
no
279
yes
no
unknown
5
may
361
1
-1
0
unknown
no
59
entrepreneur
divorced
secondary
no
901
yes
no
unknown
5
may
73
3
-1
0
unknown
no
30
technician
single
secondary
no
2,573
yes
no
unknown
5
may
67
2
-1
0
unknown
no
36
services
married
secondary
no
143
yes
yes
unknown
5
may
350
1
-1
0
unknown
no
40
blue-collar
married
secondary
no
475
yes
no
unknown
5
may
332
2
-1
0
unknown
no
53
blue-collar
married
secondary
no
70
yes
no
unknown
5
may
611
2
-1
0
unknown
no
34
management
single
tertiary
no
318
yes
no
unknown
5
may
113
2
-1
0
unknown
no
37
technician
married
secondary
no
275
yes
no
unknown
5
may
132
1
-1
0
unknown
no
42
management
divorced
tertiary
no
742
yes
no
unknown
5
may
58
3
-1
0
unknown
no
41
entrepreneur
married
primary
no
236
yes
no
unknown
5
may
151
1
-1
0
unknown
no
30
student
single
tertiary
no
25
yes
no
unknown
5
may
89
2
-1
0
unknown
no
37
management
single
tertiary
no
600
yes
no
unknown
5
may
152
1
-1
0
unknown
no
39
admin.
divorced
secondary
no
-349
yes
no
unknown
5
may
611
2
-1
0
unknown
no
41
blue-collar
married
primary
no
183
yes
yes
unknown
5
may
110
2
-1
0
unknown
no
40
blue-collar
married
primary
no
0
yes
no
unknown
5
may
463
1
-1
0
unknown
no
42
management
single
tertiary
no
0
yes
yes
unknown
5
may
562
2
-1
0
unknown
yes
40
blue-collar
divorced
primary
no
0
yes
no
unknown
5
may
962
1
-1
0
unknown
no
57
technician
married
secondary
no
1,078
yes
no
unknown
5
may
10
4
-1
0
unknown
no
56
entrepreneur
divorced
secondary
no
155
no
no
unknown
5
may
118
3
-1
0
unknown
no
37
admin.
married
secondary
no
190
yes
no
unknown
5
may
92
2
-1
0
unknown
no
59
retired
married
secondary
no
319
yes
no
unknown
5
may
143
3
-1
0
unknown
no
39
services
divorced
secondary
no
-185
yes
no
unknown
5
may
189
3
-1
0
unknown
no
49
services
married
secondary
no
47
no
no
unknown
5
may
234
2
-1
0
unknown
no
38
services
single
secondary
no
570
yes
no
unknown
5
may
75
2
-1
0
unknown
no
36
self-employed
married
tertiary
no
19
no
no
unknown
5
may
189
2
-1
0
unknown
no
50
blue-collar
married
primary
no
61
yes
no
unknown
5
may
621
3
-1
0
unknown
no
41
admin.
married
secondary
no
-62
yes
yes
unknown
5
may
55
2
-1
0
unknown
no
54
technician
married
tertiary
no
258
no
no
unknown
5
may
310
4
-1
0
unknown
no
58
blue-collar
married
primary
no
76
yes
no
unknown
5
may
156
2
-1
0
unknown
no
30
blue-collar
single
secondary
no
0
yes
no
unknown
5
may
5
2
-1
0
unknown
no
33
admin.
single
secondary
no
352
yes
no
unknown
5
may
225
2
-1
0
unknown
no
47
admin.
married
secondary
no
368
yes
no
unknown
5
may
125
2
-1
0
unknown
no
50
technician
single
tertiary
no
339
yes
no
unknown
5
may
2
3
-1
0
unknown
no
32
blue-collar
married
secondary
no
1,331
yes
no
unknown
5
may
286
2
-1
0
unknown
no
40
self-employed
married
secondary
no
672
yes
no
unknown
5
may
164
2
-1
0
unknown
no
37
management
married
tertiary
no
58
yes
no
unknown
5
may
98
2
-1
0
unknown
no
54
technician
single
unknown
no
447
yes
no
unknown
5
may
742
2
-1
0
unknown
no
24
student
single
secondary
no
423
yes
no
unknown
5
may
226
3
-1
0
unknown
no
54
management
married
tertiary
no
0
no
no
unknown
5
may
120
2
-1
0
unknown
no
34
technician
married
secondary
no
19
yes
no
unknown
5
may
362
4
-1
0
unknown
no
56
technician
divorced
primary
no
13
yes
no
unknown
5
may
357
2
-1
0
unknown
no
31
blue-collar
single
secondary
no
3
yes
no
unknown
5
may
200
2
-1
0
unknown
no
24
student
single
secondary
no
82
yes
no
unknown
5
may
204
2
-1
0
unknown
no
42
blue-collar
divorced
primary
no
28
yes
no
unknown
5
may
126
3
-1
0
unknown
no
57
technician
married
secondary
no
792
yes
no
unknown
5
may
65
2
-1
0
unknown
no