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
32
technician
married
secondary
no
3,333
no
no
cellular
8
aug
50
4
-1
0
unknown
0no
48
technician
married
secondary
no
7,020
no
no
cellular
6
aug
80
2
-1
0
unknown
0no
34
admin.
married
tertiary
no
37
no
no
cellular
6
feb
45
1
-1
0
unknown
0no
28
student
single
secondary
no
28
no
no
cellular
29
jan
220
2
-1
0
unknown
0no
40
admin.
single
secondary
no
1,670
yes
no
unknown
18
jun
161
2
-1
0
unknown
0no
36
entrepreneur
married
secondary
no
134
no
no
unknown
20
may
98
1
-1
0
unknown
0no
52
retired
married
secondary
no
603
no
yes
unknown
9
jun
79
1
-1
0
unknown
0no
46
admin.
married
primary
no
276
yes
yes
unknown
6
may
157
2
-1
0
unknown
0no
25
technician
single
secondary
no
2,157
yes
no
cellular
21
jul
339
1
-1
0
unknown
0no
52
blue-collar
married
secondary
no
161
yes
no
unknown
13
may
274
2
-1
0
unknown
0no
40
blue-collar
married
primary
no
3,658
yes
no
unknown
14
may
977
1
-1
0
unknown
0no
26
management
divorced
tertiary
yes
-402
no
yes
unknown
12
may
127
2
-1
0
unknown
0no
26
blue-collar
single
primary
no
3,342
yes
no
unknown
4
jun
329
4
-1
0
unknown
0no
35
self-employed
single
secondary
no
1,732
no
no
telephone
21
nov
1,441
3
-1
0
unknown
0no
40
admin.
single
secondary
no
263
yes
no
unknown
6
may
231
1
-1
0
unknown
0no
31
management
married
tertiary
no
623
yes
no
cellular
13
may
96
2
349
5
failure
0no
32
admin.
married
secondary
no
3,540
yes
no
cellular
18
may
213
1
178
1
failure
0no
33
admin.
married
secondary
no
95
yes
no
cellular
30
apr
335
1
-1
0
unknown
1yes
53
services
divorced
secondary
no
765
yes
no
cellular
14
may
959
3
174
7
other
1yes
46
technician
divorced
secondary
no
-824
yes
no
cellular
7
aug
429
3
-1
0
unknown
1yes
28
management
single
tertiary
no
5,549
no
no
cellular
28
jul
383
6
-1
0
unknown
0no
31
blue-collar
married
secondary
no
191
yes
no
unknown
2
jun
40
1
-1
0
unknown
0no
44
blue-collar
married
primary
no
420
yes
no
unknown
7
may
110
2
-1
0
unknown
0no
35
admin.
married
secondary
no
0
no
no
unknown
7
may
326
1
-1
0
unknown
0no
50
technician
divorced
unknown
no
2,706
yes
no
unknown
28
may
179
3
-1
0
unknown
0no
32
technician
married
secondary
yes
4
yes
yes
cellular
25
aug
132
8
-1
0
unknown
0no
51
admin.
married
secondary
no
423
yes
yes
cellular
16
oct
95
1
-1
0
unknown
0no
51
management
married
tertiary
no
-892
yes
yes
cellular
14
aug
248
2
-1
0
unknown
0no
31
blue-collar
married
unknown
no
-120
yes
no
cellular
3
feb
100
3
201
2
failure
0no
41
admin.
divorced
secondary
no
-365
yes
no
unknown
28
may
226
10
-1
0
unknown
0no
57
technician
married
tertiary
no
27,069
no
yes
unknown
20
jun
174
3
-1
0
unknown
0no
34
management
single
tertiary
no
8,038
yes
no
cellular
20
apr
29
3
152
1
failure
0no
47
technician
married
secondary
no
-938
yes
no
unknown
28
may
176
2
-1
0
unknown
0no
47
admin.
divorced
secondary
no
1,139
yes
no
cellular
11
jul
106
2
-1
0
unknown
0no
36
self-employed
married
secondary
no
189
yes
no
cellular
19
nov
136
1
120
1
failure
0no
29
housemaid
single
tertiary
no
19
no
no
cellular
5
feb
110
2
64
2
success
1yes
39
technician
married
secondary
no
3,663
no
no
cellular
11
aug
230
3
-1
0
unknown
0no
53
blue-collar
single
unknown
no
0
no
no
unknown
12
may
140
7
-1
0
unknown
0no
47
blue-collar
married
secondary
yes
-614
yes
no
unknown
26
may
118
2
-1
0
unknown
0no
51
technician
divorced
secondary
no
2,323
yes
yes
cellular
18
aug
151
10
-1
0
unknown
0no
48
blue-collar
married
secondary
no
425
yes
no
telephone
9
jul
693
2
-1
0
unknown
0no
32
technician
married
secondary
no
5,122
no
no
cellular
13
aug
31
1
-1
0
unknown
0no
36
management
divorced
tertiary
no
608
no
no
cellular
26
aug
125
2
-1
0
unknown
0no
50
unknown
married
primary
no
341
yes
yes
cellular
20
apr
670
4
340
2
success
1yes
39
admin.
married
secondary
no
607
yes
no
cellular
12
may
454
2
364
3
failure
1yes
31
blue-collar
married
secondary
no
1,495
yes
yes
unknown
23
may
159
3
-1
0
unknown
0no
49
admin.
married
secondary
no
381
no
no
cellular
5
aug
504
2
-1
0
unknown
0no
33
unemployed
divorced
secondary
no
385
no
no
telephone
27
aug
29
28
-1
0
unknown
0no
26
management
single
tertiary
no
1,274
yes
no
cellular
1
jun
190
1
84
1
failure
0no
27
blue-collar
married
secondary
no
362
yes
no
unknown
14
may
332
2
-1
0
unknown
0no
51
blue-collar
married
primary
no
377
yes
no
telephone
3
feb
143
4
272
1
failure
0no
26
admin.
single
secondary
no
802
no
no
cellular
30
jan
77
1
2
2
other
0no
45
admin.
married
secondary
no
194
no
no
cellular
31
jul
517
4
-1
0
unknown
0no
54
technician
married
secondary
no
-315
no
yes
cellular
10
jul
2,029
1
-1
0
unknown
1yes
49
technician
married
tertiary
no
1,843
yes
no
cellular
25
may
269
1
-1
0
unknown
0no
47
technician
married
secondary
no
-9
no
no
cellular
14
aug
457
2
-1
0
unknown
0no
42
housemaid
married
primary
no
83
no
yes
cellular
7
aug
184
1
-1
0
unknown
0no
50
entrepreneur
married
tertiary
no
433
yes
no
cellular
18
may
47
4
-1
0
unknown
0no
37
admin.
married
secondary
no
-107
yes
no
unknown
28
may
158
2
-1
0
unknown
0no
54
blue-collar
married
primary
no
4,503
no
no
telephone
21
nov
168
3
-1
0
unknown
0no
40
services
married
secondary
no
51
yes
no
cellular
11
may
50
1
-1
0
unknown
0no
50
services
married
secondary
no
961
no
yes
cellular
14
aug
757
4
-1
0
unknown
0no
57
retired
married
secondary
no
49
yes
yes
cellular
25
aug
93
4
-1
0
unknown
0no
33
technician
married
secondary
no
3,470
no
no
cellular
11
aug
285
2
-1
0
unknown
0no
49
technician
married
secondary
no
-147
yes
no
cellular
20
apr
390
1
-1
0
unknown
0no
35
services
married
secondary
no
0
yes
no
cellular
18
may
146
2
-1
0
unknown
0no
28
blue-collar
single
secondary
no
0
yes
no
unknown
28
may
386
1
-1
0
unknown
0no
58
management
married
tertiary
no
172
no
no
cellular
19
aug
145
7
-1
0
unknown
0no
31
admin.
single
secondary
no
-407
no
yes
cellular
7
jul
230
1
-1
0
unknown
0no
36
management
divorced
tertiary
no
649
no
no
cellular
16
jul
237
2
91
1
failure
0no
49
blue-collar
single
primary
no
1,040
no
no
cellular
8
jul
474
2
-1
0
unknown
0no
30
unemployed
married
secondary
no
142
yes
no
unknown
20
may
350
4
-1
0
unknown
0no
29
services
single
secondary
no
209
yes
no
cellular
28
jul
487
7
-1
0
unknown
0no
50
management
married
unknown
no
3,304
no
no
unknown
5
jun
1,009
2
-1
0
unknown
0no
26
student
single
tertiary
no
294
no
no
cellular
5
mar
87
1
91
2
success
1yes
27
housemaid
married
secondary
no
4,848
yes
yes
telephone
23
jul
82
3
-1
0
unknown
0no
32
blue-collar
single
secondary
no
1,670
yes
no
cellular
18
may
183
1
-1
0
unknown
0no
62
unknown
married
secondary
no
367
no
no
telephone
2
mar
139
5
-1
0
unknown
0no
34
blue-collar
single
secondary
no
13,683
yes
no
unknown
3
jun
115
3
-1
0
unknown
0no
25
admin.
single
tertiary
no
1,420
no
no
cellular
8
apr
124
2
-1
0
unknown
0no
34
management
single
tertiary
no
340
yes
no
unknown
3
jun
633
28
-1
0
unknown
0no
44
technician
single
secondary
no
1,679
no
no
telephone
20
oct
718
1
-1
0
unknown
1yes
38
management
married
tertiary
no
1,198
yes
no
cellular
2
feb
63
1
-1
0
unknown
0no
57
admin.
married
secondary
no
169
no
no
cellular
14
aug
180
1
106
2
failure
0no
36
self-employed
married
tertiary
no
506
no
no
cellular
25
aug
47
1
120
1
failure
0no
41
entrepreneur
married
secondary
no
1,249
yes
no
cellular
9
jul
391
1
-1
0
unknown
0no
36
management
single
tertiary
no
678
no
yes
unknown
4
jul
85
3
-1
0
unknown
0no
27
management
single
tertiary
no
212
yes
no
cellular
15
may
373
1
-1
0
unknown
0no
37
technician
divorced
secondary
no
23
no
no
cellular
20
aug
289
2
-1
0
unknown
0no
47
management
single
tertiary
no
4,402
no
no
telephone
10
dec
805
1
190
1
other
1yes
31
services
divorced
primary
no
459
yes
no
cellular
7
may
623
1
293
1
success
1yes
39
self-employed
married
secondary
no
4,722
yes
no
unknown
17
jun
483
1
-1
0
unknown
0no
35
admin.
divorced
tertiary
no
1,555
yes
no
unknown
9
may
26
2
-1
0
unknown
0no
40
blue-collar
married
secondary
no
61
yes
no
unknown
7
may
112
3
-1
0
unknown
0no
38
management
single
tertiary
no
0
yes
no
cellular
17
nov
213
2
-1
0
unknown
0no
31
technician
married
secondary
no
3,706
yes
no
cellular
20
nov
129
1
-1
0
unknown
0no
36
blue-collar
married
primary
no
1,177
no
no
cellular
15
apr
330
1
311
4
success
1yes
53
management
married
primary
no
2,096
no
no
unknown
9
jun
104
1
-1
0
unknown
0no
59
blue-collar
married
primary
no
748
no
no
unknown
29
may
184
1
-1
0
unknown
0no
29
management
single
tertiary
no
3,357
no
no
cellular
21
jul
120
3
-1
0
unknown
0no