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
41
technician
married
secondary
no
0
no
no
cellular
29
aug
141
2
-1
0
unknown
0no
30
management
married
tertiary
no
151
no
no
cellular
19
aug
82
4
-1
0
unknown
0no
32
management
divorced
tertiary
no
883
yes
no
cellular
10
dec
798
1
185
5
other
1yes
27
services
single
secondary
no
266
no
yes
cellular
7
jul
232
1
-1
0
unknown
0no
48
management
married
tertiary
no
0
no
no
cellular
26
aug
60
5
-1
0
unknown
0no
36
technician
married
tertiary
no
491
yes
no
unknown
8
may
103
3
-1
0
unknown
0no
54
management
married
tertiary
no
3
no
yes
cellular
8
jul
443
1
-1
0
unknown
0no
36
blue-collar
married
secondary
no
198
yes
no
unknown
9
may
400
2
-1
0
unknown
0no
52
housemaid
married
secondary
no
14,363
no
no
unknown
5
jun
132
1
-1
0
unknown
0no
34
technician
divorced
secondary
no
0
yes
yes
cellular
18
aug
374
16
-1
0
unknown
0no
43
technician
married
secondary
no
136
no
no
cellular
25
aug
363
7
-1
0
unknown
1yes
32
management
single
tertiary
no
28
no
no
cellular
8
aug
111
2
-1
0
unknown
0no
33
management
single
tertiary
no
335
no
no
cellular
29
aug
130
4
-1
0
unknown
0no
51
housemaid
married
unknown
no
174
no
no
telephone
29
jul
308
3
-1
0
unknown
0no
39
unemployed
married
secondary
no
270
yes
no
unknown
3
jun
116
1
-1
0
unknown
0no
44
management
single
tertiary
no
1,206
no
no
cellular
9
jul
160
2
-1
0
unknown
0no
49
housemaid
divorced
primary
no
198
yes
no
unknown
13
may
205
3
-1
0
unknown
0no
25
technician
married
tertiary
no
914
yes
no
cellular
12
may
185
2
-1
0
unknown
0no
39
self-employed
married
secondary
no
31
yes
no
cellular
20
nov
61
2
181
4
failure
0no
54
technician
married
secondary
no
0
no
no
telephone
14
aug
159
2
106
6
success
0no
32
management
single
tertiary
no
347
yes
no
cellular
18
may
213
1
264
6
failure
0no
36
management
married
tertiary
no
860
yes
no
unknown
20
may
294
15
-1
0
unknown
0no
54
technician
married
secondary
no
89
yes
no
cellular
10
jul
140
3
-1
0
unknown
0no
31
technician
married
secondary
no
0
yes
yes
cellular
28
jan
71
1
223
9
other
0no
45
services
married
secondary
no
0
no
yes
cellular
8
jul
47
7
-1
0
unknown
0no
31
admin.
single
secondary
no
68
yes
no
cellular
16
apr
570
2
-1
0
unknown
0no
45
technician
married
secondary
no
-149
yes
no
cellular
14
jul
287
2
-1
0
unknown
0no
33
services
divorced
secondary
no
2,411
yes
no
cellular
23
oct
130
1
161
1
failure
1yes
46
management
divorced
tertiary
no
225
yes
no
cellular
14
may
201
1
345
1
other
0no
43
unknown
single
tertiary
no
2,731
no
no
cellular
21
nov
11
7
-1
0
unknown
0no
50
management
married
tertiary
no
112
yes
no
cellular
4
nov
70
5
85
5
other
0no
44
management
divorced
tertiary
no
0
no
no
cellular
22
aug
54
2
-1
0
unknown
0no
42
services
married
secondary
no
3,620
yes
no
unknown
27
may
22
16
-1
0
unknown
0no
26
blue-collar
single
secondary
no
179
no
no
cellular
30
jul
103
3
-1
0
unknown
0no
47
admin.
single
secondary
no
1,544
yes
no
cellular
6
apr
104
1
312
1
failure
0no
48
blue-collar
married
primary
no
199
no
no
telephone
18
aug
29
2
-1
0
unknown
0no
60
blue-collar
married
unknown
no
231
yes
no
unknown
12
may
57
2
-1
0
unknown
0no
27
admin.
divorced
secondary
no
76
yes
no
unknown
4
jun
236
1
-1
0
unknown
0no
30
unemployed
single
tertiary
no
302
no
no
cellular
11
feb
528
3
-1
0
unknown
1yes
28
admin.
single
secondary
no
189
yes
no
cellular
31
jul
68
2
-1
0
unknown
0no
58
retired
married
primary
no
565
no
no
telephone
7
jul
876
1
-1
0
unknown
1yes
37
entrepreneur
married
tertiary
no
310
no
no
cellular
1
sep
76
1
-1
0
unknown
0no
36
services
married
secondary
no
1,746
yes
no
unknown
26
may
99
1
-1
0
unknown
0no
39
technician
married
secondary
no
6
yes
no
cellular
18
may
122
3
357
4
failure
0no
52
unemployed
married
primary
no
-110
no
yes
cellular
29
jan
141
1
-1
0
unknown
0no
55
retired
married
secondary
no
2,749
yes
yes
unknown
29
may
58
2
-1
0
unknown
0no
30
management
single
tertiary
no
6,495
no
no
cellular
30
mar
78
3
-1
0
unknown
0no
36
blue-collar
single
secondary
no
35
yes
no
unknown
3
jun
435
3
-1
0
unknown
0no
39
admin.
married
secondary
no
-650
no
no
cellular
15
may
123
2
364
1
failure
0no
47
blue-collar
married
primary
no
292
no
yes
telephone
28
jul
210
3
-1
0
unknown
0no
42
housemaid
single
primary
no
5,774
yes
no
unknown
15
may
54
2
-1
0
unknown
0no
42
management
married
secondary
no
2,416
yes
no
unknown
20
may
138
4
-1
0
unknown
0no
58
retired
married
secondary
no
35
no
no
cellular
29
jul
336
7
-1
0
unknown
0no
68
retired
married
secondary
no
19,317
yes
no
cellular
4
aug
249
1
-1
0
unknown
1yes
43
technician
married
secondary
no
50
no
no
unknown
28
may
63
1
-1
0
unknown
0no
44
blue-collar
married
secondary
no
-674
yes
no
unknown
5
may
257
1
-1
0
unknown
0no
49
technician
married
tertiary
no
3,726
no
no
cellular
5
aug
875
2
-1
0
unknown
1yes
57
retired
married
tertiary
no
1,180
yes
yes
unknown
14
may
191
2
-1
0
unknown
0no
61
self-employed
divorced
tertiary
no
6,610
no
no
cellular
24
feb
481
2
-1
0
unknown
1yes
36
admin.
single
secondary
no
319
yes
no
cellular
18
may
120
2
-1
0
unknown
0no
31
blue-collar
married
secondary
no
1,545
yes
yes
cellular
13
may
207
1
-1
0
unknown
0no
51
technician
married
tertiary
no
1,315
no
no
telephone
5
jun
303
2
-1
0
unknown
0no
31
technician
single
tertiary
no
424
no
no
cellular
21
aug
93
2
-1
0
unknown
0no
56
blue-collar
married
primary
no
151
no
no
cellular
3
feb
128
1
-1
0
unknown
0no
30
technician
single
tertiary
no
-970
no
yes
cellular
21
aug
194
2
-1
0
unknown
0no
38
services
married
secondary
no
-762
yes
yes
unknown
30
may
408
2
-1
0
unknown
0no
35
services
married
secondary
no
181
yes
no
cellular
31
jul
5
3
-1
0
unknown
0no
31
blue-collar
married
unknown
no
-120
yes
no
cellular
17
jul
231
2
-1
0
unknown
0no
39
admin.
divorced
secondary
no
1,022
yes
no
unknown
20
jun
20
3
-1
0
unknown
0no
50
management
married
tertiary
no
78
yes
no
cellular
14
jan
218
3
161
9
other
0no
39
technician
married
tertiary
no
209
no
no
unknown
23
jul
36
2
-1
0
unknown
0no
26
admin.
married
secondary
no
2,469
no
no
cellular
16
jul
136
8
-1
0
unknown
0no
55
technician
married
secondary
no
0
no
no
cellular
19
nov
336
1
-1
0
unknown
0no
43
blue-collar
divorced
primary
no
328
no
yes
cellular
8
jul
192
1
-1
0
unknown
0no
34
housemaid
married
tertiary
no
0
no
no
cellular
26
may
141
1
188
1
failure
0no
51
self-employed
married
primary
no
307
yes
yes
unknown
17
jun
65
2
-1
0
unknown
0no
31
management
married
tertiary
no
1,384
yes
no
cellular
30
jan
203
2
2
3
other
0no
32
management
married
tertiary
no
0
no
no
cellular
26
aug
104
9
-1
0
unknown
0no
53
technician
married
secondary
no
719
yes
no
unknown
14
may
230
1
-1
0
unknown
0no
44
management
divorced
tertiary
no
0
no
no
cellular
10
aug
71
1
-1
0
unknown
0no
38
entrepreneur
married
tertiary
no
6,704
yes
no
unknown
21
may
205
2
-1
0
unknown
0no
47
self-employed
married
tertiary
no
4,543
yes
no
unknown
14
may
162
1
-1
0
unknown
0no
36
management
married
tertiary
no
0
yes
no
unknown
27
may
145
2
-1
0
unknown
0no
30
management
single
tertiary
no
149
yes
no
unknown
3
jun
220
2
-1
0
unknown
0no
46
blue-collar
married
secondary
no
-1,400
yes
no
telephone
6
may
309
3
355
4
failure
0no
33
entrepreneur
married
secondary
no
-118
yes
yes
unknown
27
may
421
3
-1
0
unknown
0no
43
blue-collar
married
secondary
no
2,160
no
no
cellular
8
sep
261
1
98
1
success
1yes
38
management
married
tertiary
no
3,452
no
no
cellular
13
aug
132
2
-1
0
unknown
0no
27
technician
single
secondary
no
842
no
no
cellular
30
jul
273
1
91
1
other
0no
38
management
married
unknown
no
3,576
no
no
cellular
25
nov
349
2
183
1
success
1yes
41
unemployed
married
tertiary
no
1,666
no
no
unknown
9
jun
291
3
-1
0
unknown
0no
29
technician
married
secondary
no
0
yes
no
cellular
28
jul
83
6
-1
0
unknown
0no
39
services
married
secondary
no
0
yes
no
unknown
20
may
793
2
-1
0
unknown
0no
42
blue-collar
single
primary
no
1,628
yes
no
cellular
5
feb
119
1
195
8
success
0no
47
services
married
secondary
no
51
yes
yes
unknown
16
may
312
1
-1
0
unknown
0no
30
blue-collar
single
secondary
yes
447
no
no
unknown
14
may
103
6
-1
0
unknown
0no
34
admin.
married
secondary
no
396
yes
no
cellular
16
jul
101
3
-1
0
unknown
0no
45
housemaid
married
primary
no
4,994
no
no
unknown
20
jun
48
1
-1
0
unknown
0no
43
admin.
married
secondary
no
3,215
yes
no
cellular
21
jul
228
3
-1
0
unknown
0no
59
blue-collar
married
primary
no
2,814
no
no
unknown
20
jun
81
3
-1
0
unknown
0no