age
int64
19
87
job
stringclasses
12 values
marital
stringclasses
3 values
education
stringclasses
4 values
default
stringclasses
2 values
balance
int64
-3,313
71.2k
housing
stringclasses
2 values
loan
stringclasses
2 values
contact
stringclasses
3 values
day
int64
1
31
month
stringclasses
12 values
duration
int64
4
3.03k
campaign
int64
1
50
pdays
int64
-1
871
previous
int64
0
25
poutcome
stringclasses
4 values
y
class label
2 classes
19
student
single
unknown
no
0
no
no
cellular
11
feb
123
3
-1
0
unknown
0no
30
student
single
tertiary
no
34
yes
no
unknown
6
may
289
1
-1
0
unknown
0no
34
technician
single
secondary
no
318
no
yes
cellular
25
jul
239
5
-1
0
unknown
0no
60
retired
married
secondary
no
197
no
no
cellular
7
oct
1,386
1
-1
0
unknown
0no
28
student
single
tertiary
no
0
no
no
cellular
28
sep
294
2
105
7
other
1yes
46
management
married
tertiary
no
273
yes
no
cellular
18
mar
910
2
184
4
success
1yes
49
blue-collar
divorced
primary
no
15
yes
no
unknown
27
may
550
7
-1
0
unknown
0no
59
management
divorced
tertiary
no
7,813
yes
no
cellular
21
nov
75
1
-1
0
unknown
0no
44
technician
single
secondary
no
-27
yes
yes
unknown
14
may
100
3
-1
0
unknown
0no
33
technician
married
tertiary
no
75
no
no
cellular
21
jul
204
4
-1
0
unknown
0no
54
retired
married
secondary
no
1,139
yes
no
cellular
14
may
155
1
177
7
failure
0no
26
blue-collar
married
secondary
no
115
yes
no
unknown
4
jul
46
3
-1
0
unknown
0no
54
blue-collar
married
secondary
no
0
no
no
telephone
16
apr
1,366
1
150
1
failure
0no
48
housemaid
married
primary
no
7,195
no
no
cellular
21
nov
609
2
-1
0
unknown
1yes
30
services
single
tertiary
no
-477
no
yes
cellular
21
aug
1,532
2
-1
0
unknown
1yes
29
management
single
tertiary
no
1,026
no
no
cellular
12
nov
226
1
92
1
other
1yes
51
entrepreneur
married
tertiary
no
3,921
yes
no
cellular
5
may
168
1
-1
0
unknown
0no
53
unemployed
married
primary
no
980
yes
no
cellular
3
dec
352
1
-1
0
unknown
1yes
43
blue-collar
married
secondary
no
-179
yes
no
cellular
30
jul
335
6
-1
0
unknown
0no
34
admin.
married
tertiary
no
2,552
yes
yes
cellular
25
sep
74
1
-1
0
unknown
0no
40
entrepreneur
married
tertiary
no
1,729
yes
no
cellular
12
may
85
1
-1
0
unknown
0no
43
technician
married
secondary
no
434
yes
no
unknown
5
may
117
1
-1
0
unknown
0no
33
admin.
single
secondary
no
-300
yes
yes
cellular
25
jul
184
1
-1
0
unknown
0no
66
retired
married
secondary
no
4,785
no
no
cellular
13
aug
72
3
-1
0
unknown
0no
44
technician
divorced
secondary
no
-329
yes
no
unknown
7
may
171
1
-1
0
unknown
0no
33
services
married
secondary
no
0
yes
no
telephone
22
jul
44
8
-1
0
unknown
0no
31
technician
single
secondary
no
391
no
no
cellular
13
aug
336
2
-1
0
unknown
0no
71
retired
married
primary
no
4,657
no
no
cellular
16
feb
93
5
-1
0
unknown
1yes
22
student
single
primary
no
3,472
no
no
cellular
20
oct
332
1
183
3
failure
1yes
46
unemployed
single
tertiary
no
705
no
no
cellular
4
feb
398
1
-1
0
unknown
0no
32
services
married
secondary
no
255
yes
yes
unknown
21
may
86
2
-1
0
unknown
0no
45
blue-collar
married
secondary
no
4,365
no
yes
cellular
9
feb
45
2
-1
0
unknown
0no
32
management
married
secondary
no
350
yes
no
unknown
28
may
110
2
-1
0
unknown
0no
49
blue-collar
married
primary
no
474
yes
yes
telephone
9
feb
152
3
221
1
failure
0no
27
technician
single
secondary
no
489
yes
no
cellular
30
jul
356
4
-1
0
unknown
1yes
46
entrepreneur
married
secondary
no
757
no
no
unknown
16
jun
382
3
-1
0
unknown
0no
37
management
single
tertiary
no
695
no
no
cellular
28
jan
233
1
-1
0
unknown
0no
30
unemployed
single
secondary
yes
-770
yes
no
unknown
28
may
87
1
-1
0
unknown
0no
44
self-employed
divorced
secondary
no
80
yes
yes
unknown
14
may
387
2
-1
0
unknown
0no
45
technician
married
secondary
no
315
yes
no
cellular
30
jun
103
1
-1
0
unknown
0no
27
student
single
secondary
no
213
no
no
cellular
27
mar
378
1
-1
0
unknown
1yes
57
housemaid
married
primary
no
0
no
no
unknown
9
jun
257
2
-1
0
unknown
0no
66
management
married
tertiary
no
2,169
no
no
cellular
7
jul
282
1
-1
0
unknown
0no
40
admin.
divorced
secondary
no
212
no
no
unknown
7
jan
176
1
-1
0
unknown
0no
48
blue-collar
married
secondary
no
333
yes
no
cellular
14
may
24
6
-1
0
unknown
0no
33
blue-collar
single
secondary
no
4,404
yes
no
cellular
20
nov
766
3
-1
0
unknown
0no
42
services
divorced
secondary
no
257
yes
no
cellular
12
may
955
2
-1
0
unknown
1yes
47
unemployed
married
secondary
no
3,188
yes
no
cellular
3
feb
426
3
-1
0
unknown
0no
27
technician
single
tertiary
no
3,083
yes
no
unknown
29
may
244
2
-1
0
unknown
0no
78
retired
married
tertiary
no
226
no
no
telephone
6
nov
136
1
-1
0
unknown
0no
50
services
married
primary
no
1,260
no
no
cellular
18
nov
172
1
-1
0
unknown
0no
46
entrepreneur
single
tertiary
no
1,410
yes
no
cellular
19
nov
93
1
189
8
failure
0no
41
admin.
divorced
secondary
no
6,046
yes
yes
telephone
15
mar
300
6
182
2
success
1yes
36
admin.
single
tertiary
no
980
no
no
cellular
11
nov
118
4
104
7
failure
0no
49
retired
married
primary
no
-37
no
no
unknown
4
jul
191
2
-1
0
unknown
0no
46
management
divorced
tertiary
no
-154
yes
yes
unknown
27
may
107
2
-1
0
unknown
0no
77
retired
married
primary
no
680
no
no
telephone
24
feb
513
2
89
7
failure
0no
30
technician
single
tertiary
no
799
yes
yes
unknown
6
jun
91
18
-1
0
unknown
0no
43
management
single
secondary
yes
-1,164
yes
yes
cellular
18
jul
76
4
-1
0
unknown
0no
44
blue-collar
married
secondary
no
2,523
yes
no
unknown
29
may
1,236
2
-1
0
unknown
0no
40
blue-collar
married
primary
no
98
yes
no
unknown
2
jun
193
5
-1
0
unknown
0no
38
blue-collar
married
primary
no
3,419
yes
no
unknown
20
jun
324
5
-1
0
unknown
0no
25
unemployed
single
tertiary
no
343
no
no
cellular
1
jun
377
1
-1
0
unknown
1yes
49
management
married
tertiary
no
852
yes
no
cellular
20
nov
408
1
-1
0
unknown
0no
33
blue-collar
married
primary
no
50
yes
no
cellular
7
may
246
2
-1
0
unknown
0no
40
management
single
tertiary
no
0
no
no
cellular
26
aug
58
7
-1
0
unknown
0no
44
blue-collar
married
primary
no
10
yes
no
cellular
17
jul
196
1
-1
0
unknown
0no
32
blue-collar
married
secondary
no
950
yes
yes
cellular
20
apr
219
4
-1
0
unknown
0no
52
management
married
tertiary
no
0
yes
no
cellular
9
jul
197
1
-1
0
unknown
0no
35
management
married
tertiary
no
175
yes
no
cellular
7
aug
257
2
-1
0
unknown
0no
35
technician
married
secondary
no
-259
yes
no
cellular
29
jan
381
1
247
2
failure
0no
32
management
married
secondary
no
6,217
yes
yes
unknown
21
may
486
2
-1
0
unknown
0no
42
technician
married
secondary
no
-1,310
yes
yes
unknown
28
may
162
1
-1
0
unknown
0no
59
blue-collar
married
unknown
no
139
no
no
unknown
5
jun
153
1
-1
0
unknown
0no
44
technician
single
secondary
no
7,138
no
no
cellular
8
aug
809
2
-1
0
unknown
1yes
50
admin.
divorced
secondary
no
1,111
yes
no
cellular
17
apr
50
1
-1
0
unknown
0no
27
blue-collar
single
secondary
no
113
no
no
cellular
22
jul
39
17
-1
0
unknown
0no
55
management
divorced
tertiary
no
-612
no
no
cellular
26
aug
131
2
-1
0
unknown
0no
54
blue-collar
married
unknown
no
310
yes
no
telephone
28
jan
526
4
258
3
other
0no
31
unemployed
single
secondary
no
-186
yes
no
unknown
26
may
172
3
-1
0
unknown
0no
56
admin.
married
unknown
no
2,038
no
no
cellular
8
feb
405
1
305
1
success
0no
51
self-employed
married
tertiary
no
833
no
no
cellular
31
jul
77
3
-1
0
unknown
0no
61
blue-collar
married
primary
no
625
yes
no
unknown
19
may
158
2
-1
0
unknown
0no
34
technician
single
secondary
no
105
yes
no
cellular
7
may
146
2
171
3
failure
0no
56
blue-collar
married
primary
no
551
no
no
unknown
29
may
27
1
-1
0
unknown
0no
29
student
single
unknown
no
145
no
no
cellular
14
aug
105
1
-1
0
unknown
0no
34
management
single
tertiary
no
618
yes
no
unknown
3
jun
119
4
-1
0
unknown
0no
35
services
single
secondary
no
1,063
yes
yes
cellular
16
apr
327
1
-1
0
unknown
0no
56
admin.
divorced
secondary
no
985
no
yes
cellular
18
aug
150
2
-1
0
unknown
0no
45
blue-collar
married
secondary
no
2,926
yes
yes
cellular
19
nov
482
3
120
2
failure
0no
31
admin.
single
secondary
no
-449
yes
no
unknown
28
may
81
2
-1
0
unknown
0no
37
entrepreneur
divorced
tertiary
no
66
no
no
cellular
18
nov
1,164
2
-1
0
unknown
1yes
43
admin.
married
secondary
no
0
yes
no
cellular
17
jul
674
3
-1
0
unknown
0no
40
management
married
unknown
no
419
yes
no
cellular
10
jul
347
1
-1
0
unknown
0no
44
management
married
primary
no
4,758
yes
no
cellular
22
jul
712
6
-1
0
unknown
1yes
38
admin.
single
secondary
no
-23
no
no
cellular
20
nov
48
2
-1
0
unknown
0no
58
management
divorced
tertiary
no
1,573
yes
yes
cellular
17
nov
279
1
-1
0
unknown
0no
24
blue-collar
single
secondary
no
77
yes
no
unknown
16
may
236
2
-1
0
unknown
0no
53
services
married
secondary
no
1,378
yes
no
cellular
18
jul
91
2
-1
0
unknown
0no
36
blue-collar
married
secondary
no
-73
yes
yes
cellular
18
may
15
8
-1
0
unknown
0no