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
40
technician
married
secondary
no
2,715
yes
no
unknown
29
may
125
2
-1
0
unknown
0no
32
technician
single
tertiary
no
1,100
yes
yes
cellular
11
aug
67
1
-1
0
unknown
0no
34
blue-collar
married
secondary
no
516
yes
yes
unknown
2
jun
26
1
-1
0
unknown
0no
37
services
married
secondary
no
1
no
no
unknown
15
may
395
2
-1
0
unknown
0no
28
admin.
single
secondary
no
775
no
no
cellular
29
jan
603
2
-1
0
unknown
0no
35
unknown
married
primary
no
634
no
no
cellular
7
jul
185
2
-1
0
unknown
0no
53
blue-collar
single
secondary
no
5,715
no
no
cellular
28
jan
287
2
-1
0
unknown
0no
60
admin.
married
unknown
no
1,088
yes
no
cellular
26
may
149
1
-1
0
unknown
0no
40
entrepreneur
married
secondary
no
1,532
yes
yes
cellular
18
nov
173
7
-1
0
unknown
0no
57
retired
married
primary
no
75
no
no
cellular
28
aug
118
2
-1
0
unknown
0no
29
technician
single
secondary
no
103
no
no
unknown
19
may
314
1
-1
0
unknown
0no
44
blue-collar
married
primary
no
134
yes
no
cellular
7
may
378
1
-1
0
unknown
0no
41
admin.
single
secondary
no
748
no
no
telephone
21
nov
94
7
130
3
other
0no
47
technician
married
secondary
no
1,990
yes
yes
cellular
25
aug
108
4
-1
0
unknown
0no
43
technician
married
tertiary
no
192
no
no
cellular
5
aug
203
2
-1
0
unknown
0no
37
technician
single
secondary
no
267
no
no
cellular
13
may
121
1
-1
0
unknown
0no
34
technician
single
tertiary
no
586
yes
no
unknown
16
may
489
2
-1
0
unknown
0no
30
blue-collar
single
secondary
no
648
yes
yes
unknown
8
may
287
1
-1
0
unknown
0no
57
entrepreneur
divorced
secondary
yes
25
yes
no
cellular
11
may
652
1
370
4
other
0no
26
admin.
single
secondary
no
96
yes
no
cellular
13
may
612
2
348
3
other
0no
34
management
married
tertiary
no
1,116
yes
no
cellular
25
jul
53
5
-1
0
unknown
0no
46
technician
divorced
secondary
no
-90
no
yes
telephone
17
oct
270
1
-1
0
unknown
1yes
38
entrepreneur
married
tertiary
no
170
yes
no
cellular
18
may
442
1
-1
0
unknown
1yes
37
technician
single
secondary
no
3,665
no
no
cellular
12
aug
664
3
-1
0
unknown
1yes
28
management
single
tertiary
no
2,380
no
no
cellular
14
sep
394
2
-1
0
unknown
0no
57
blue-collar
married
primary
no
179
no
no
unknown
9
jun
230
3
-1
0
unknown
0no
39
management
married
tertiary
no
763
yes
no
cellular
11
may
877
7
300
2
other
1yes
49
services
married
secondary
no
320
no
no
telephone
9
feb
1,971
4
-1
0
unknown
1yes
38
technician
married
secondary
no
1,960
yes
no
cellular
21
aug
161
2
-1
0
unknown
0no
27
blue-collar
married
secondary
no
818
yes
no
unknown
3
jun
188
5
-1
0
unknown
0no
30
admin.
married
secondary
no
2,678
yes
no
cellular
18
may
23
5
-1
0
unknown
0no
38
admin.
married
tertiary
no
1,980
no
no
cellular
5
aug
176
2
-1
0
unknown
0no
36
management
married
tertiary
no
1,582
no
no
telephone
3
feb
26
2
197
1
failure
0no
38
retired
single
unknown
no
62
no
no
unknown
19
jun
212
1
-1
0
unknown
0no
59
housemaid
married
primary
no
235
no
no
cellular
13
aug
119
2
-1
0
unknown
0no
37
management
married
tertiary
no
489
yes
no
cellular
7
aug
205
5
-1
0
unknown
0no
29
self-employed
married
tertiary
no
3,931
yes
no
unknown
3
jun
73
4
-1
0
unknown
0no
43
blue-collar
married
secondary
no
699
yes
yes
cellular
20
nov
1,258
2
122
2
other
1yes
33
technician
married
secondary
no
58
yes
no
telephone
29
aug
57
2
-1
0
unknown
0no
54
housemaid
divorced
secondary
no
1,327
no
no
unknown
5
jun
115
2
-1
0
unknown
0no
55
services
married
secondary
no
557
no
no
unknown
19
jun
58
1
-1
0
unknown
0no
32
technician
single
tertiary
no
741
yes
no
cellular
11
aug
238
1
-1
0
unknown
0no
48
management
married
primary
no
3,230
yes
no
telephone
20
nov
207
3
-1
0
unknown
0no
33
management
single
tertiary
no
1,439
yes
no
cellular
3
jun
178
2
-1
0
unknown
0no
46
admin.
married
secondary
no
120
yes
no
unknown
14
may
20
11
-1
0
unknown
0no
44
management
married
tertiary
no
1,058
no
no
cellular
11
mar
188
3
-1
0
unknown
1yes
47
blue-collar
married
primary
no
881
yes
no
cellular
14
may
143
1
370
2
failure
0no
38
technician
married
secondary
no
6,728
no
no
cellular
25
nov
232
1
96
4
success
1yes
80
retired
married
secondary
no
462
no
no
cellular
7
dec
127
2
-1
0
unknown
0no
40
self-employed
married
secondary
no
167
yes
yes
cellular
8
may
380
4
295
1
failure
0no
43
entrepreneur
married
tertiary
no
1,574
yes
no
cellular
19
nov
167
3
-1
0
unknown
0no
32
technician
single
tertiary
no
1,625
no
no
cellular
22
may
796
1
109
1
failure
1yes
39
management
married
tertiary
no
562
no
no
cellular
13
sep
303
2
-1
0
unknown
0no
33
technician
married
secondary
no
9,305
yes
no
cellular
17
apr
407
2
-1
0
unknown
0no
31
technician
single
secondary
no
35
no
yes
cellular
16
jul
229
1
-1
0
unknown
0no
36
management
single
tertiary
no
0
no
no
cellular
11
aug
108
2
-1
0
unknown
0no
35
management
single
tertiary
no
2,486
yes
no
cellular
25
may
265
1
-1
0
unknown
0no
25
services
single
secondary
no
368
no
no
telephone
25
jul
168
1
-1
0
unknown
0no
33
management
single
secondary
no
1,558
yes
no
cellular
17
apr
97
1
-1
0
unknown
0no
23
blue-collar
single
primary
no
8,627
yes
no
cellular
15
may
169
1
346
1
failure
0no
31
management
single
tertiary
no
2,590
no
no
cellular
23
sep
103
2
484
2
other
0no
36
management
married
tertiary
no
0
yes
yes
unknown
3
jun
599
3
-1
0
unknown
0no
44
technician
single
tertiary
no
900
yes
no
cellular
29
jan
322
2
-1
0
unknown
0no
31
management
single
tertiary
no
385
yes
no
unknown
21
may
304
1
-1
0
unknown
0no
55
blue-collar
married
primary
no
1,649
yes
no
cellular
12
may
52
3
-1
0
unknown
0no
51
housemaid
divorced
secondary
no
9,228
no
no
cellular
18
jul
655
4
-1
0
unknown
1yes
36
admin.
married
secondary
no
0
yes
yes
cellular
9
feb
101
2
-1
0
unknown
0no
27
unemployed
single
tertiary
no
1
no
no
cellular
3
feb
65
2
-1
0
unknown
0no
40
services
married
secondary
no
771
yes
no
cellular
15
may
173
4
-1
0
unknown
0no
49
services
married
secondary
no
280
yes
no
telephone
14
jul
162
3
-1
0
unknown
0no
59
retired
married
primary
no
46
no
no
cellular
14
aug
78
2
-1
0
unknown
0no
32
management
married
tertiary
no
2,431
yes
no
cellular
14
may
646
5
-1
0
unknown
1yes
42
retired
single
tertiary
no
308
no
no
cellular
30
jan
114
2
-1
0
unknown
0no
35
management
divorced
tertiary
no
160
yes
no
unknown
4
jun
141
6
-1
0
unknown
0no
29
blue-collar
single
secondary
no
555
yes
no
cellular
15
may
133
4
-1
0
unknown
0no
29
technician
single
secondary
no
778
yes
no
unknown
6
jun
1,994
2
-1
0
unknown
0no
37
blue-collar
single
secondary
no
48
no
no
cellular
6
may
140
2
-1
0
unknown
0no
49
admin.
married
primary
no
169
yes
no
cellular
15
may
82
3
-1
0
unknown
0no
51
services
divorced
secondary
no
12
yes
no
cellular
17
nov
150
1
-1
0
unknown
0no
61
housemaid
married
primary
no
848
no
no
cellular
27
apr
605
1
187
1
other
0no
43
management
married
secondary
no
481
yes
no
telephone
18
nov
164
1
110
2
other
0no
42
services
married
tertiary
no
12,223
yes
no
cellular
19
nov
36
1
-1
0
unknown
0no
24
blue-collar
married
secondary
no
-254
yes
yes
unknown
27
may
290
2
-1
0
unknown
0no
46
self-employed
married
tertiary
no
1,148
no
no
telephone
29
jul
104
2
-1
0
unknown
0no
23
admin.
single
secondary
no
5
no
no
unknown
12
may
413
1
-1
0
unknown
0no
26
services
single
secondary
no
50
yes
no
cellular
12
aug
153
1
-1
0
unknown
0no
43
blue-collar
divorced
primary
no
92
yes
no
unknown
15
may
237
2
-1
0
unknown
0no
35
technician
single
tertiary
no
470
yes
no
cellular
25
jul
743
13
-1
0
unknown
1yes
38
technician
married
secondary
no
0
no
no
cellular
28
aug
82
4
-1
0
unknown
0no
56
unemployed
divorced
primary
no
109
no
no
cellular
15
jul
924
4
-1
0
unknown
0no
31
services
married
secondary
no
440
yes
no
unknown
17
jun
117
3
-1
0
unknown
0no
32
management
single
tertiary
no
0
no
no
cellular
5
feb
550
4
-1
0
unknown
1yes
28
services
single
secondary
no
2,685
no
yes
unknown
24
aug
5
1
-1
0
unknown
0no
26
admin.
divorced
secondary
yes
-3
yes
no
unknown
13
may
181
5
-1
0
unknown
0no
49
management
married
tertiary
no
7,007
no
no
cellular
17
nov
325
2
-1
0
unknown
0no
33
admin.
married
secondary
no
220
yes
no
unknown
27
may
345
1
-1
0
unknown
0no
80
retired
married
primary
no
1,548
no
no
cellular
6
aug
331
2
-1
0
unknown
0no
40
blue-collar
married
secondary
no
326
yes
yes
cellular
7
jul
112
1
-1
0
unknown
0no
42
technician
divorced
secondary
no
0
yes
no
unknown
30
may
115
6
-1
0
unknown
0no
46
blue-collar
married
secondary
no
123
no
no
cellular
20
aug
381
3
-1
0
unknown
0no