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
52
services
married
secondary
no
431
no
no
cellular
26
aug
73
17
-1
0
unknown
0no
25
technician
single
tertiary
no
777
yes
no
unknown
14
may
351
1
-1
0
unknown
0no
29
management
married
tertiary
no
199
yes
yes
unknown
7
may
1,689
4
-1
0
unknown
1yes
35
technician
single
tertiary
no
3,552
no
no
cellular
21
nov
267
1
-1
0
unknown
0no
49
services
married
secondary
no
47
no
no
unknown
5
may
234
2
-1
0
unknown
0no
41
admin.
divorced
secondary
no
3,823
no
no
cellular
26
apr
234
10
-1
0
unknown
0no
32
management
married
tertiary
no
138
no
no
cellular
20
aug
94
4
-1
0
unknown
0no
29
admin.
single
secondary
no
1,117
yes
no
unknown
8
may
77
2
-1
0
unknown
0no
28
blue-collar
married
secondary
no
1,325
yes
no
cellular
15
may
242
1
-1
0
unknown
0no
59
retired
married
secondary
no
0
no
no
cellular
18
jul
247
4
-1
0
unknown
0no
34
entrepreneur
married
tertiary
no
4,343
no
no
unknown
9
jun
85
4
-1
0
unknown
0no
55
management
divorced
tertiary
no
1,598
no
no
cellular
22
aug
607
4
-1
0
unknown
0no
34
management
married
tertiary
no
3,301
yes
no
cellular
17
jun
485
2
227
4
failure
1yes
24
student
single
secondary
no
822
no
no
cellular
27
oct
184
1
91
2
failure
1yes
42
technician
divorced
secondary
no
-280
yes
no
unknown
26
may
258
1
-1
0
unknown
0no
34
management
single
unknown
no
1,534
yes
no
cellular
16
apr
156
1
147
7
other
0no
34
admin.
married
secondary
no
1,671
no
no
unknown
21
may
160
1
-1
0
unknown
0no
51
self-employed
married
tertiary
no
2,007
no
no
unknown
16
jun
1,021
1
-1
0
unknown
0no
58
blue-collar
married
primary
no
0
yes
no
cellular
31
jul
5
25
-1
0
unknown
0no
44
technician
married
secondary
no
2,776
yes
no
cellular
27
jan
701
1
-1
0
unknown
1yes
33
blue-collar
married
secondary
no
139
yes
yes
cellular
18
may
732
2
291
5
failure
1yes
34
management
married
tertiary
no
573
no
no
cellular
10
aug
122
1
-1
0
unknown
0no
34
admin.
married
secondary
no
475
yes
no
unknown
7
may
559
1
-1
0
unknown
0no
42
blue-collar
divorced
secondary
no
47
yes
yes
unknown
8
may
141
1
-1
0
unknown
0no
46
management
single
tertiary
no
2,154
yes
no
cellular
21
jul
87
4
-1
0
unknown
0no
31
self-employed
single
tertiary
no
96
no
no
cellular
5
feb
577
1
-1
0
unknown
0no
39
entrepreneur
married
tertiary
no
83
yes
no
cellular
11
jul
193
2
-1
0
unknown
0no
34
management
single
tertiary
no
6,766
no
no
cellular
28
aug
210
5
-1
0
unknown
0no
47
technician
married
secondary
no
3,973
no
no
cellular
6
aug
732
2
-1
0
unknown
0no
42
services
divorced
secondary
no
372
yes
yes
unknown
6
may
121
2
-1
0
unknown
0no
48
blue-collar
single
secondary
no
-552
no
yes
cellular
21
nov
150
2
-1
0
unknown
0no
30
self-employed
single
tertiary
no
48
no
no
cellular
21
nov
140
1
-1
0
unknown
0no
38
technician
married
secondary
no
7,696
yes
no
cellular
20
nov
386
2
-1
0
unknown
0no
24
services
married
secondary
no
4,500
yes
no
cellular
11
may
733
2
-1
0
unknown
1yes
34
technician
married
secondary
no
1
yes
no
cellular
19
nov
108
1
-1
0
unknown
0no
46
management
single
tertiary
no
46
no
yes
cellular
17
nov
80
1
152
1
failure
0no
32
admin.
divorced
secondary
yes
-18
yes
no
unknown
12
may
155
3
-1
0
unknown
0no
46
services
married
secondary
no
451
yes
yes
cellular
13
may
389
4
-1
0
unknown
0no
26
self-employed
married
tertiary
no
479
yes
no
cellular
9
feb
133
3
-1
0
unknown
0no
42
blue-collar
married
secondary
no
0
yes
no
cellular
21
nov
328
6
-1
0
unknown
0no
50
technician
married
secondary
no
1,130
yes
no
cellular
23
jul
119
2
-1
0
unknown
0no
41
blue-collar
married
primary
no
389
yes
no
unknown
16
jun
87
6
-1
0
unknown
0no
34
admin.
single
secondary
no
10
no
yes
cellular
18
nov
162
1
173
3
failure
0no
32
services
married
secondary
no
401
yes
no
unknown
15
may
294
2
-1
0
unknown
0no
58
housemaid
single
tertiary
no
145
yes
yes
cellular
16
jul
128
2
-1
0
unknown
0no
45
technician
married
secondary
no
115
yes
no
cellular
6
may
108
1
-1
0
unknown
0no
28
admin.
single
secondary
no
89
yes
yes
cellular
6
feb
172
2
-1
0
unknown
0no
35
technician
married
secondary
no
94
yes
yes
unknown
14
may
208
5
-1
0
unknown
0no
39
services
married
secondary
no
1,438
yes
no
unknown
20
may
212
2
-1
0
unknown
0no
49
unemployed
divorced
tertiary
no
780
no
no
cellular
8
nov
148
1
871
2
failure
0no
50
management
married
tertiary
no
207
yes
no
cellular
4
feb
99
1
-1
0
unknown
0no
37
management
married
tertiary
no
238
no
no
cellular
3
feb
185
1
92
1
success
1yes
45
blue-collar
married
primary
no
2,433
no
no
cellular
6
aug
133
2
-1
0
unknown
0no
30
housemaid
single
secondary
no
1,924
no
no
cellular
6
feb
170
1
-1
0
unknown
0no
48
unemployed
married
tertiary
no
-471
yes
no
unknown
19
may
668
7
-1
0
unknown
0no
36
management
single
tertiary
no
1,531
yes
no
cellular
8
may
81
3
170
1
failure
0no
41
management
single
secondary
no
764
no
no
cellular
12
jun
230
2
-1
0
unknown
0no
55
blue-collar
married
secondary
no
383
no
no
unknown
5
may
287
1
-1
0
unknown
0no
70
retired
married
primary
no
3,782
no
no
cellular
16
mar
618
1
-1
0
unknown
0no
41
management
married
tertiary
no
326
yes
no
cellular
5
may
788
1
-1
0
unknown
1yes
47
services
divorced
secondary
no
691
no
no
cellular
6
feb
285
6
-1
0
unknown
0no
34
technician
single
secondary
no
0
no
no
cellular
21
aug
163
2
-1
0
unknown
0no
33
management
single
tertiary
no
99
no
no
cellular
8
jul
159
1
-1
0
unknown
0no
58
retired
married
secondary
no
502
yes
no
cellular
12
may
197
2
370
3
failure
0no
51
management
married
tertiary
no
-15
no
no
cellular
25
jul
212
2
-1
0
unknown
0no
45
management
married
tertiary
no
1,929
yes
no
unknown
29
may
44
15
-1
0
unknown
0no
55
admin.
married
secondary
no
0
no
no
cellular
23
sep
180
2
238
3
success
0no
30
blue-collar
single
primary
no
185
no
no
unknown
26
jun
11
1
-1
0
unknown
0no
33
management
single
secondary
no
-424
yes
no
unknown
26
may
863
1
-1
0
unknown
0no
27
services
single
secondary
no
0
yes
no
unknown
7
may
388
7
-1
0
unknown
0no
59
retired
married
secondary
no
319
yes
no
unknown
5
may
143
3
-1
0
unknown
0no
34
management
single
tertiary
no
171
yes
no
cellular
7
may
191
1
294
1
failure
0no
47
technician
divorced
tertiary
no
-1,148
yes
yes
unknown
27
may
62
2
-1
0
unknown
0no
44
blue-collar
married
primary
no
-11
yes
no
unknown
9
may
13
1
-1
0
unknown
0no
35
admin.
single
secondary
no
0
yes
no
cellular
13
may
1,073
1
-1
0
unknown
1yes
45
management
married
tertiary
no
-206
yes
no
cellular
6
may
337
2
-1
0
unknown
0no
42
blue-collar
married
primary
no
704
yes
yes
telephone
31
jul
88
10
-1
0
unknown
0no
38
technician
married
secondary
no
1,931
no
no
cellular
2
jun
167
1
298
10
other
0no
34
technician
single
secondary
no
943
no
no
cellular
29
aug
96
4
-1
0
unknown
0no
35
technician
married
secondary
no
327
yes
no
cellular
13
apr
537
3
-1
0
unknown
0no
29
management
single
secondary
no
-105
yes
no
unknown
27
may
5
3
-1
0
unknown
0no
58
retired
married
secondary
no
983
no
no
cellular
5
aug
139
1
-1
0
unknown
0no
44
blue-collar
single
primary
no
787
yes
no
unknown
30
may
570
2
-1
0
unknown
0no
45
entrepreneur
married
tertiary
no
0
yes
no
cellular
29
jul
100
3
-1
0
unknown
0no
43
blue-collar
married
secondary
no
3,060
yes
no
unknown
15
may
253
2
-1
0
unknown
0no
44
services
married
secondary
no
5,780
yes
no
cellular
1
apr
525
2
-1
0
unknown
0no
30
technician
single
secondary
no
790
no
no
cellular
20
aug
696
3
-1
0
unknown
0no
38
unemployed
married
tertiary
no
1,449
no
no
unknown
26
may
535
6
-1
0
unknown
0no
50
technician
married
secondary
no
1,412
no
no
cellular
6
aug
131
3
-1
0
unknown
0no
21
student
single
secondary
no
681
no
no
unknown
20
aug
6
1
-1
0
unknown
0no
38
entrepreneur
married
tertiary
no
228
yes
no
cellular
5
feb
105
1
-1
0
unknown
0no
42
admin.
married
secondary
no
0
no
no
unknown
19
jun
370
1
-1
0
unknown
0no
45
technician
single
tertiary
no
2,087
no
no
cellular
29
aug
29
14
-1
0
unknown
0no
34
entrepreneur
married
secondary
no
2
yes
yes
cellular
5
may
184
1
167
6
failure
0no
48
technician
married
secondary
no
197
no
yes
cellular
3
feb
47
2
222
3
other
0no
34
services
married
secondary
no
0
no
yes
unknown
2
jul
193
4
-1
0
unknown
0no
32
blue-collar
married
secondary
no
1,905
yes
no
cellular
16
jul
709
2
-1
0
unknown
1yes
35
technician
married
tertiary
no
118
no
no
cellular
6
aug
358
2
-1
0
unknown
0no
39
entrepreneur
married
tertiary
no
2,644
yes
no
unknown
20
may
253
1
-1
0
unknown
0no
36
self-employed
married
tertiary
no
16,430
yes
no
unknown
6
jun
197
3
-1
0
unknown
0no