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
49
management
single
primary
no
548
no
no
telephone
31
jul
115
6
-1
0
unknown
0no
36
unemployed
married
secondary
no
-872
yes
yes
cellular
20
nov
153
1
183
1
failure
0no
37
blue-collar
divorced
secondary
no
33
yes
no
cellular
20
nov
106
2
167
1
failure
0no
37
management
married
tertiary
no
1,689
yes
no
unknown
29
may
645
2
-1
0
unknown
0no
49
blue-collar
married
primary
no
902
no
no
unknown
9
jun
210
2
-1
0
unknown
0no
44
services
divorced
secondary
no
0
yes
yes
unknown
13
may
97
1
-1
0
unknown
0no
40
student
married
secondary
no
260
no
no
cellular
19
nov
52
1
152
6
failure
0no
57
technician
married
secondary
no
589
yes
no
cellular
2
feb
223
1
76
4
failure
0no
39
technician
married
secondary
no
626
yes
no
cellular
11
may
126
2
-1
0
unknown
0no
38
services
married
secondary
no
0
no
yes
cellular
16
jul
1,473
6
-1
0
unknown
0no
51
blue-collar
divorced
secondary
no
78
yes
no
unknown
27
may
723
2
-1
0
unknown
0no
27
blue-collar
single
secondary
no
3,792
no
no
cellular
22
apr
279
2
-1
0
unknown
1yes
38
blue-collar
single
tertiary
no
14,058
no
no
telephone
17
jul
293
20
-1
0
unknown
0no
30
technician
single
secondary
no
-522
yes
yes
cellular
5
may
670
2
286
6
failure
1yes
36
student
single
unknown
no
386
no
no
unknown
18
jun
359
2
-1
0
unknown
0no
37
unemployed
married
secondary
no
1,978
no
no
cellular
9
sep
404
1
182
1
success
1yes
53
admin.
married
secondary
no
459
no
no
cellular
14
oct
317
6
192
1
success
0no
38
unemployed
married
tertiary
no
2,812
yes
no
cellular
30
apr
830
1
-1
0
unknown
1yes
48
management
married
tertiary
no
5,057
no
yes
cellular
19
nov
37
1
-1
0
unknown
0no
26
housemaid
married
secondary
no
-759
yes
no
cellular
11
jul
191
1
-1
0
unknown
0no
33
blue-collar
single
secondary
no
-416
yes
no
unknown
16
may
767
2
-1
0
unknown
1yes
47
technician
married
unknown
no
2,106
yes
no
unknown
6
may
168
1
-1
0
unknown
0no
45
management
divorced
tertiary
no
220
yes
no
unknown
18
jun
89
4
-1
0
unknown
0no
32
blue-collar
divorced
secondary
no
0
yes
no
unknown
2
jun
746
2
-1
0
unknown
0no
69
retired
married
unknown
no
426
no
no
telephone
9
mar
225
1
90
1
success
1yes
65
unknown
married
unknown
no
4,717
no
no
telephone
6
aug
256
1
-1
0
unknown
1yes
37
blue-collar
married
secondary
no
395
yes
no
unknown
6
may
219
2
-1
0
unknown
0no
45
blue-collar
divorced
primary
no
0
yes
no
cellular
21
jul
211
2
-1
0
unknown
0no
36
blue-collar
married
secondary
no
-206
yes
no
unknown
8
may
177
2
-1
0
unknown
0no
62
self-employed
divorced
tertiary
no
6
yes
no
cellular
13
oct
216
1
183
4
success
1yes
37
management
married
tertiary
no
4,039
no
yes
cellular
25
jul
106
2
-1
0
unknown
0no
39
services
divorced
secondary
no
687
yes
no
cellular
9
jul
869
1
-1
0
unknown
1yes
38
technician
single
secondary
no
-242
yes
no
cellular
18
may
1,173
3
278
6
success
1yes
31
management
married
tertiary
no
582
yes
no
cellular
15
jul
58
2
-1
0
unknown
0no
58
blue-collar
divorced
primary
no
8,218
yes
no
cellular
31
jul
124
10
-1
0
unknown
0no
44
management
single
tertiary
no
1,424
yes
no
cellular
8
aug
201
2
-1
0
unknown
0no
31
blue-collar
married
secondary
no
92
yes
no
unknown
16
may
688
1
-1
0
unknown
1yes
33
technician
single
secondary
no
2,085
no
no
cellular
9
feb
501
2
-1
0
unknown
1yes
36
technician
single
tertiary
no
197
no
no
cellular
30
apr
260
1
-1
0
unknown
1yes
31
technician
single
secondary
no
2,305
no
no
cellular
4
aug
139
1
-1
0
unknown
0no
45
admin.
married
secondary
no
-547
yes
no
unknown
3
jun
214
2
-1
0
unknown
0no
30
technician
single
tertiary
no
411
no
no
cellular
21
apr
142
1
-1
0
unknown
0no
34
blue-collar
married
secondary
no
584
yes
no
cellular
18
jul
154
2
-1
0
unknown
0no
34
management
married
tertiary
no
997
yes
yes
cellular
21
nov
81
1
-1
0
unknown
0no
39
admin.
divorced
secondary
no
83
yes
no
cellular
30
jul
69
6
-1
0
unknown
0no
41
management
married
tertiary
no
6,563
no
no
cellular
27
aug
136
8
-1
0
unknown
0no
32
services
single
secondary
no
0
yes
no
cellular
31
jul
99
13
-1
0
unknown
0no
32
management
single
tertiary
no
0
no
no
cellular
21
nov
9
6
-1
0
unknown
0no
36
blue-collar
married
primary
no
398
yes
no
unknown
12
jun
278
1
-1
0
unknown
0no
35
admin.
married
tertiary
no
1,145
yes
no
cellular
2
feb
82
2
-1
0
unknown
0no
32
management
single
tertiary
no
2
yes
no
cellular
11
sep
100
2
-1
0
unknown
1yes
33
management
single
tertiary
no
201
yes
no
cellular
19
nov
171
1
183
1
failure
0no
49
entrepreneur
married
primary
no
563
no
no
unknown
19
jun
84
1
-1
0
unknown
0no
35
management
married
tertiary
no
3,161
no
no
cellular
8
aug
433
2
-1
0
unknown
0no
31
technician
married
secondary
no
0
no
yes
cellular
15
jul
624
6
-1
0
unknown
0no
42
management
married
secondary
no
1,331
no
no
cellular
23
jul
698
2
-1
0
unknown
0no
34
housemaid
married
primary
no
2,929
no
no
cellular
14
aug
518
2
-1
0
unknown
1yes
32
services
married
secondary
yes
-220
yes
yes
cellular
25
jul
123
2
-1
0
unknown
0no
29
management
single
tertiary
no
5,980
yes
no
unknown
28
may
317
1
-1
0
unknown
0no
32
services
single
secondary
no
48
yes
no
cellular
20
apr
8
3
-1
0
unknown
0no
50
housemaid
single
unknown
no
0
no
no
telephone
28
jul
118
8
-1
0
unknown
0no
58
retired
married
secondary
no
3,382
no
yes
cellular
28
may
294
2
309
2
failure
0no
59
technician
married
secondary
no
2,308
no
no
cellular
30
apr
815
1
87
1
other
1yes
25
student
married
tertiary
no
10
yes
no
cellular
21
jul
857
4
-1
0
unknown
1yes
57
services
married
secondary
no
162
yes
no
unknown
5
may
174
1
-1
0
unknown
0no
30
blue-collar
single
secondary
no
1,073
yes
no
cellular
5
may
1,130
4
-1
0
unknown
0no
26
services
single
secondary
no
1,700
yes
no
cellular
7
may
13
5
-1
0
unknown
0no
50
services
single
primary
no
148
yes
no
unknown
7
may
198
2
-1
0
unknown
0no
39
services
married
secondary
no
0
yes
no
cellular
8
may
503
1
-1
0
unknown
0no
45
blue-collar
married
primary
no
185
yes
no
cellular
29
jan
249
3
-1
0
unknown
0no
37
management
divorced
tertiary
no
896
no
yes
cellular
14
aug
343
2
-1
0
unknown
0no
47
blue-collar
divorced
primary
no
1,279
yes
no
cellular
6
feb
479
2
-1
0
unknown
0no
50
technician
married
tertiary
no
199
yes
yes
cellular
3
feb
116
2
253
1
failure
0no
40
management
married
secondary
no
99
no
no
cellular
9
feb
15
5
-1
0
unknown
0no
35
blue-collar
married
primary
no
378
yes
no
unknown
16
may
427
3
-1
0
unknown
0no
53
management
married
tertiary
no
15
no
no
cellular
20
aug
921
2
-1
0
unknown
1yes
35
admin.
married
secondary
no
147
yes
yes
cellular
29
jan
41
1
184
7
failure
0no
54
technician
married
secondary
no
2,225
no
yes
cellular
13
aug
73
2
-1
0
unknown
0no
35
admin.
single
secondary
no
1,810
yes
no
cellular
25
may
65
2
-1
0
unknown
0no
31
housemaid
married
unknown
yes
-6
no
yes
telephone
7
jul
94
2
-1
0
unknown
0no
46
technician
divorced
secondary
no
435
yes
no
unknown
15
may
192
3
-1
0
unknown
0no
52
management
married
secondary
no
335
no
no
cellular
21
oct
411
1
182
1
failure
1yes
34
admin.
divorced
secondary
no
-251
no
no
cellular
18
jul
641
1
-1
0
unknown
1yes
46
services
divorced
secondary
no
5
yes
yes
cellular
29
jan
305
2
-1
0
unknown
0no
54
self-employed
married
secondary
no
641
yes
no
cellular
17
apr
472
1
148
2
failure
0no
37
admin.
married
tertiary
no
0
yes
no
cellular
21
jul
115
1
-1
0
unknown
0no
39
admin.
married
tertiary
no
722
no
no
telephone
23
apr
141
1
-1
0
unknown
0no
50
technician
married
tertiary
no
3,337
yes
yes
telephone
31
jul
24
14
-1
0
unknown
0no
44
technician
divorced
secondary
no
0
no
no
cellular
28
jul
264
5
-1
0
unknown
0no
56
admin.
married
secondary
no
1,504
yes
no
unknown
29
may
66
2
-1
0
unknown
0no
40
services
married
tertiary
no
35
no
no
cellular
3
jul
318
4
317
3
failure
0no
36
services
married
secondary
no
895
yes
yes
unknown
4
jun
622
1
-1
0
unknown
0no
33
management
married
tertiary
no
752
yes
no
cellular
11
aug
104
4
-1
0
unknown
0no
33
blue-collar
single
secondary
no
1,925
yes
no
cellular
2
mar
76
2
-1
0
unknown
0no
42
services
married
secondary
no
-246
yes
no
unknown
7
may
149
1
-1
0
unknown
0no
30
self-employed
single
tertiary
no
901
yes
yes
unknown
16
may
601
1
-1
0
unknown
0no
33
admin.
single
secondary
no
894
no
no
cellular
5
feb
509
2
-1
0
unknown
0no
26
blue-collar
single
secondary
no
592
yes
yes
unknown
27
may
174
1
-1
0
unknown
0no
26
admin.
single
secondary
no
3,529
no
yes
cellular
7
sep
57
2
-1
0
unknown
0no
37
services
married
secondary
no
0
yes
yes
cellular
31
jul
187
2
-1
0
unknown
0no