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
45
management
divorced
tertiary
no
959
no
no
unknown
18
jun
74
1
-1
0
unknown
0no
34
management
married
tertiary
no
0
no
no
cellular
20
aug
263
2
-1
0
unknown
0no
25
blue-collar
married
primary
yes
-589
yes
no
unknown
3
jun
233
1
-1
0
unknown
0no
26
management
single
tertiary
no
-8
no
no
cellular
13
aug
402
2
-1
0
unknown
0no
57
management
married
unknown
no
0
no
no
cellular
30
sep
585
1
-1
0
unknown
0no
48
management
married
primary
no
247
yes
yes
unknown
14
may
145
1
-1
0
unknown
0no
48
technician
married
unknown
no
5,543
no
no
unknown
16
jun
143
5
-1
0
unknown
0no
32
blue-collar
married
primary
no
642
no
yes
cellular
8
jul
524
1
-1
0
unknown
0no
58
retired
married
secondary
no
11
no
no
cellular
11
aug
270
1
-1
0
unknown
0no
57
management
married
primary
no
-226
yes
no
unknown
4
jun
272
1
-1
0
unknown
0no
31
entrepreneur
married
tertiary
no
5,191
no
no
cellular
20
nov
187
2
-1
0
unknown
0no
33
blue-collar
single
secondary
no
-320
no
no
cellular
18
may
268
2
-1
0
unknown
0no
53
entrepreneur
married
tertiary
no
2,289
yes
yes
cellular
17
nov
183
1
-1
0
unknown
0no
36
admin.
married
secondary
no
725
yes
no
cellular
27
feb
123
3
99
8
failure
0no
32
technician
single
tertiary
no
705
yes
no
cellular
20
apr
20
4
-1
0
unknown
0no
45
blue-collar
married
secondary
no
776
yes
no
cellular
6
feb
232
4
253
1
failure
0no
35
unemployed
married
tertiary
no
816
yes
no
cellular
19
nov
547
7
-1
0
unknown
0no
41
services
married
secondary
no
171
no
no
cellular
21
jul
71
9
-1
0
unknown
0no
54
services
married
secondary
no
812
no
no
cellular
31
jul
113
6
-1
0
unknown
0no
49
services
married
secondary
no
823
no
no
cellular
8
aug
780
4
-1
0
unknown
1yes
28
technician
single
secondary
no
1,453
yes
no
cellular
12
may
246
1
343
1
other
0no
24
blue-collar
single
unknown
no
431
yes
no
unknown
3
jun
108
12
-1
0
unknown
0no
30
admin.
single
secondary
no
1,009
yes
no
cellular
29
jan
253
1
-1
0
unknown
0no
32
self-employed
married
primary
no
286
yes
no
cellular
6
aug
175
1
-1
0
unknown
0no
53
entrepreneur
married
tertiary
no
22,370
yes
no
unknown
15
may
106
1
-1
0
unknown
0no
42
blue-collar
married
primary
no
2,111
yes
no
cellular
7
may
86
2
-1
0
unknown
0no
48
blue-collar
married
primary
no
5,366
yes
no
unknown
21
may
248
3
-1
0
unknown
0no
33
technician
married
secondary
no
181
yes
yes
telephone
28
jul
265
2
-1
0
unknown
0no
31
blue-collar
divorced
secondary
no
-452
yes
no
unknown
26
may
182
5
-1
0
unknown
0no
56
unemployed
divorced
primary
no
1,770
no
no
cellular
5
feb
916
3
-1
0
unknown
0no
58
retired
married
primary
no
0
no
no
cellular
4
aug
506
1
-1
0
unknown
0no
37
admin.
single
secondary
no
-296
yes
no
cellular
20
apr
81
1
-1
0
unknown
0no
59
management
married
primary
no
2,358
yes
no
cellular
17
apr
30
1
-1
0
unknown
0no
50
management
single
tertiary
no
1,200
no
no
cellular
14
aug
904
3
-1
0
unknown
1yes
39
housemaid
single
primary
no
109
yes
no
unknown
6
may
699
3
-1
0
unknown
0no
30
technician
married
secondary
no
616
yes
no
cellular
6
may
19
1
-1
0
unknown
0no
47
services
divorced
secondary
no
4,906
yes
no
unknown
14
may
389
1
-1
0
unknown
0no
44
self-employed
married
secondary
no
313
no
no
cellular
6
aug
211
4
-1
0
unknown
0no
38
blue-collar
married
primary
no
290
yes
no
cellular
16
apr
283
1
-1
0
unknown
0no
50
management
married
tertiary
no
1,240
no
no
cellular
12
aug
474
2
-1
0
unknown
0no
27
admin.
single
tertiary
no
3,672
yes
no
cellular
15
may
157
2
351
5
failure
0no
73
retired
married
secondary
no
19
no
no
cellular
5
nov
509
2
-1
0
unknown
0no
46
blue-collar
married
primary
no
143
yes
no
unknown
7
may
279
1
-1
0
unknown
0no
56
retired
divorced
secondary
no
212
no
yes
telephone
17
jul
27
1
-1
0
unknown
0no
36
management
married
tertiary
no
9
no
no
cellular
11
aug
386
4
-1
0
unknown
1yes
33
blue-collar
married
primary
no
3,074
no
no
cellular
18
nov
679
1
-1
0
unknown
0no
40
management
married
tertiary
no
1,734
yes
no
unknown
2
jun
169
1
-1
0
unknown
0no
52
management
married
tertiary
no
575
no
no
unknown
3
jun
315
1
-1
0
unknown
0no
51
blue-collar
married
secondary
no
397
yes
no
cellular
20
aug
293
2
-1
0
unknown
0no
33
blue-collar
married
secondary
no
640
yes
no
cellular
3
feb
439
3
-1
0
unknown
0no
54
services
married
secondary
no
158
yes
no
unknown
19
may
198
1
-1
0
unknown
0no
44
management
married
secondary
no
2,984
yes
no
unknown
15
may
770
2
-1
0
unknown
0no
50
entrepreneur
married
secondary
no
1,011
yes
no
telephone
30
jul
340
2
-1
0
unknown
0no
45
blue-collar
single
secondary
no
0
yes
no
cellular
26
apr
1,472
1
192
4
failure
1yes
36
management
married
tertiary
no
1,133
yes
no
cellular
4
aug
293
1
181
2
other
1yes
42
technician
married
secondary
no
4,945
yes
no
cellular
2
mar
311
2
-1
0
unknown
1yes
37
technician
married
secondary
no
712
yes
no
cellular
18
nov
291
2
-1
0
unknown
0no
28
services
single
secondary
no
-427
yes
yes
unknown
21
may
965
2
-1
0
unknown
0no
56
admin.
married
secondary
no
2,146
no
yes
unknown
9
jun
594
1
-1
0
unknown
0no
59
admin.
married
secondary
no
92
yes
no
cellular
12
may
139
2
350
1
failure
0no
32
unemployed
married
secondary
no
10
yes
no
unknown
6
may
501
4
-1
0
unknown
0no
57
retired
married
primary
no
1,238
yes
no
cellular
15
jul
274
1
-1
0
unknown
0no
49
admin.
single
secondary
no
981
yes
no
telephone
21
nov
10
3
-1
0
unknown
0no
56
entrepreneur
married
unknown
no
575
no
no
unknown
20
jun
18
2
-1
0
unknown
0no
48
admin.
divorced
unknown
no
-70
no
no
cellular
14
may
243
1
-1
0
unknown
0no
27
student
single
tertiary
no
3,733
yes
no
cellular
22
may
198
1
98
6
success
1yes
31
management
single
tertiary
no
574
yes
no
cellular
16
jul
410
2
-1
0
unknown
0no
28
blue-collar
single
secondary
no
43
no
no
unknown
19
may
190
1
-1
0
unknown
0no
36
management
married
tertiary
no
428
no
no
unknown
28
may
121
1
-1
0
unknown
0no
58
housemaid
married
primary
no
0
yes
no
telephone
9
jul
148
1
-1
0
unknown
0no
46
admin.
married
secondary
no
0
yes
yes
cellular
20
apr
239
2
259
2
failure
0no
32
management
single
tertiary
no
474
yes
no
cellular
7
aug
90
3
-1
0
unknown
0no
39
services
married
secondary
no
-540
no
no
unknown
6
jun
29
1
-1
0
unknown
0no
35
self-employed
married
tertiary
no
560
yes
no
cellular
2
apr
58
1
136
1
failure
0no
31
management
married
tertiary
no
325
yes
no
cellular
18
jul
1,139
2
-1
0
unknown
1yes
29
management
single
tertiary
no
437
no
no
cellular
5
aug
504
1
92
1
success
1yes
48
blue-collar
married
primary
no
574
no
no
cellular
5
aug
348
1
-1
0
unknown
0no
60
retired
married
primary
no
0
no
no
telephone
30
jul
130
3
-1
0
unknown
0no
74
retired
married
secondary
no
935
no
no
cellular
26
jan
100
1
104
1
other
0no
30
services
married
secondary
no
699
yes
no
unknown
29
may
544
1
-1
0
unknown
0no
52
admin.
single
primary
no
0
no
no
unknown
19
may
182
11
-1
0
unknown
0no
24
blue-collar
married
secondary
no
-220
yes
no
cellular
2
apr
90
1
-1
0
unknown
0no
29
services
married
secondary
no
11,417
yes
no
unknown
28
may
272
2
-1
0
unknown
0no
33
housemaid
married
primary
no
212
yes
no
cellular
11
jul
260
2
-1
0
unknown
0no
34
blue-collar
married
secondary
no
67
yes
yes
unknown
8
may
672
3
-1
0
unknown
0no
45
admin.
divorced
secondary
no
0
no
no
cellular
29
oct
264
1
-1
0
unknown
1yes
31
blue-collar
married
secondary
no
0
no
yes
telephone
15
jul
275
2
-1
0
unknown
0no
45
technician
married
secondary
no
1,673
no
no
cellular
23
oct
76
1
-1
0
unknown
0no
27
services
married
secondary
no
-1,202
yes
no
unknown
4
jun
749
2
-1
0
unknown
0no
30
management
single
tertiary
no
4,213
no
no
cellular
25
aug
142
4
-1
0
unknown
0no
45
blue-collar
married
primary
no
0
no
no
cellular
26
aug
454
2
-1
0
unknown
0no
57
blue-collar
married
secondary
no
1,521
yes
yes
cellular
18
may
102
2
178
5
failure
0no
34
management
married
tertiary
no
1,310
no
no
telephone
30
jan
521
3
158
7
other
0no
40
admin.
married
secondary
no
0
yes
yes
cellular
17
nov
57
1
-1
0
unknown
0no
39
management
married
tertiary
no
399
no
no
cellular
9
apr
504
1
-1
0
unknown
0no
46
technician
married
tertiary
no
405
no
no
cellular
11
aug
138
3
-1
0
unknown
0no
55
management
divorced
tertiary
no
9,756
yes
no
cellular
5
jun
103
2
95
1
other
1yes
25
management
single
tertiary
no
2,506
no
no
cellular
17
feb
485
1
-1
0
unknown
1yes
34
management
married
tertiary
no
697
no
no
cellular
5
aug
166
1
-1
0
unknown
0no
37
blue-collar
married
primary
no
403
yes
no
cellular
8
may
318
2
338
1
success
0no