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
30
unemployed
married
primary
no
1,787
no
no
cellular
19
oct
79
1
-1
0
unknown
0no
33
services
married
secondary
no
4,789
yes
yes
cellular
11
may
220
1
339
4
failure
0no
35
management
single
tertiary
no
1,350
yes
no
cellular
16
apr
185
1
330
1
failure
0no
30
management
married
tertiary
no
1,476
yes
yes
unknown
3
jun
199
4
-1
0
unknown
0no
59
blue-collar
married
secondary
no
0
yes
no
unknown
5
may
226
1
-1
0
unknown
0no
35
management
single
tertiary
no
747
no
no
cellular
23
feb
141
2
176
3
failure
0no
36
self-employed
married
tertiary
no
307
yes
no
cellular
14
may
341
1
330
2
other
0no
39
technician
married
secondary
no
147
yes
no
cellular
6
may
151
2
-1
0
unknown
0no
41
entrepreneur
married
tertiary
no
221
yes
no
unknown
14
may
57
2
-1
0
unknown
0no
43
services
married
primary
no
-88
yes
yes
cellular
17
apr
313
1
147
2
failure
0no
39
services
married
secondary
no
9,374
yes
no
unknown
20
may
273
1
-1
0
unknown
0no
43
admin.
married
secondary
no
264
yes
no
cellular
17
apr
113
2
-1
0
unknown
0no
36
technician
married
tertiary
no
1,109
no
no
cellular
13
aug
328
2
-1
0
unknown
0no
20
student
single
secondary
no
502
no
no
cellular
30
apr
261
1
-1
0
unknown
1yes
31
blue-collar
married
secondary
no
360
yes
yes
cellular
29
jan
89
1
241
1
failure
0no
40
management
married
tertiary
no
194
no
yes
cellular
29
aug
189
2
-1
0
unknown
0no
56
technician
married
secondary
no
4,073
no
no
cellular
27
aug
239
5
-1
0
unknown
0no
37
admin.
single
tertiary
no
2,317
yes
no
cellular
20
apr
114
1
152
2
failure
0no
25
blue-collar
single
primary
no
-221
yes
no
unknown
23
may
250
1
-1
0
unknown
0no
31
services
married
secondary
no
132
no
no
cellular
7
jul
148
1
152
1
other
0no
38
management
divorced
unknown
no
0
yes
no
cellular
18
nov
96
2
-1
0
unknown
0no
42
management
divorced
tertiary
no
16
no
no
cellular
19
nov
140
3
-1
0
unknown
0no
44
services
single
secondary
no
106
no
no
unknown
12
jun
109
2
-1
0
unknown
0no
44
entrepreneur
married
secondary
no
93
no
no
cellular
7
jul
125
2
-1
0
unknown
0no
26
housemaid
married
tertiary
no
543
no
no
cellular
30
jan
169
3
-1
0
unknown
0no
41
management
married
tertiary
no
5,883
no
no
cellular
20
nov
182
2
-1
0
unknown
0no
55
blue-collar
married
primary
no
627
yes
no
unknown
5
may
247
1
-1
0
unknown
0no
67
retired
married
unknown
no
696
no
no
telephone
17
aug
119
1
105
2
failure
0no
56
self-employed
married
secondary
no
784
no
yes
cellular
30
jul
149
2
-1
0
unknown
0no
53
admin.
married
secondary
no
105
no
yes
cellular
21
aug
74
2
-1
0
unknown
0no
68
retired
divorced
secondary
no
4,189
no
no
telephone
14
jul
897
2
-1
0
unknown
1yes
31
technician
married
secondary
no
171
no
no
cellular
27
aug
81
3
-1
0
unknown
0no
59
management
married
secondary
no
42
no
no
cellular
21
nov
40
1
-1
0
unknown
0no
32
management
single
tertiary
no
2,536
yes
no
cellular
26
aug
958
6
-1
0
unknown
1yes
49
technician
married
tertiary
no
1,235
no
no
cellular
13
aug
354
3
-1
0
unknown
1yes
42
admin.
divorced
secondary
no
1,811
yes
no
unknown
14
may
150
1
-1
0
unknown
0no
78
retired
divorced
primary
no
229
no
no
telephone
22
oct
97
1
-1
0
unknown
1yes
32
blue-collar
married
secondary
no
2,089
yes
no
cellular
14
nov
132
1
-1
0
unknown
1yes
33
management
married
secondary
no
3,935
yes
no
cellular
6
may
765
1
342
2
failure
1yes
23
services
single
tertiary
no
363
yes
no
unknown
30
may
16
18
-1
0
unknown
0no
38
management
single
tertiary
no
11,971
yes
no
unknown
17
nov
609
2
101
3
failure
0no
36
management
single
tertiary
no
553
no
no
cellular
11
aug
106
2
-1
0
unknown
0no
52
blue-collar
married
secondary
no
1,117
yes
no
cellular
13
may
365
1
-1
0
unknown
0no
32
technician
married
tertiary
no
396
yes
no
cellular
13
may
205
3
-1
0
unknown
0no
32
technician
single
tertiary
no
2,204
yes
no
cellular
21
nov
11
4
-1
0
unknown
0no
34
management
single
tertiary
no
872
yes
no
unknown
7
may
105
2
-1
0
unknown
0no
55
blue-collar
married
primary
no
145
no
no
telephone
2
feb
59
3
5
2
other
0no
26
blue-collar
married
primary
no
0
yes
no
unknown
21
may
425
1
-1
0
unknown
0no
32
entrepreneur
single
primary
yes
-849
yes
yes
cellular
4
feb
204
1
-1
0
unknown
0no
61
admin.
married
unknown
no
4,629
yes
no
cellular
27
jan
181
1
92
1
success
1yes
45
blue-collar
divorced
primary
no
844
no
no
unknown
5
jun
1,018
3
-1
0
unknown
1yes
37
technician
single
secondary
no
228
yes
no
cellular
20
aug
1,740
2
-1
0
unknown
0no
38
technician
single
secondary
no
50
no
no
cellular
29
aug
98
2
-1
0
unknown
0no
34
technician
married
tertiary
no
1,539
yes
no
cellular
15
jun
441
1
56
1
other
1yes
53
blue-collar
married
secondary
no
2,231
yes
no
cellular
14
jul
272
3
-1
0
unknown
0no
48
admin.
married
secondary
no
3,064
yes
no
telephone
15
jul
159
2
-1
0
unknown
0no
57
management
married
secondary
no
82
no
yes
telephone
4
feb
140
1
-1
0
unknown
0no
33
self-employed
single
tertiary
no
2,155
no
no
cellular
17
nov
295
1
-1
0
unknown
0no
36
retired
single
secondary
no
101
yes
yes
unknown
26
may
314
1
-1
0
unknown
0no
54
technician
divorced
secondary
no
784
yes
yes
unknown
15
may
579
1
-1
0
unknown
0no
41
blue-collar
married
primary
no
-516
no
yes
telephone
8
jul
554
3
-1
0
unknown
0no
63
retired
married
secondary
no
415
yes
no
cellular
7
oct
323
1
-1
0
unknown
0no
48
management
married
tertiary
no
5,887
no
no
cellular
13
aug
227
2
-1
0
unknown
0no
48
services
married
secondary
no
1,355
no
no
cellular
4
jul
134
2
-1
0
unknown
0no
56
admin.
married
secondary
no
16,873
no
no
cellular
7
oct
223
1
-1
0
unknown
0no
51
blue-collar
divorced
secondary
no
203
yes
no
cellular
8
may
134
1
170
5
failure
0no
31
services
married
secondary
no
338
yes
no
cellular
28
jan
155
1
-1
0
unknown
0no
29
technician
married
secondary
no
444
yes
no
cellular
21
jul
130
4
-1
0
unknown
0no
41
management
married
secondary
no
0
no
yes
cellular
7
jul
630
3
-1
0
unknown
0no
32
technician
single
tertiary
no
360
no
no
cellular
19
nov
164
2
-1
0
unknown
0no
37
management
married
tertiary
no
0
no
no
cellular
16
jul
268
2
182
3
success
1yes
42
entrepreneur
divorced
tertiary
yes
2
yes
no
unknown
5
may
380
1
-1
0
unknown
0no
31
management
single
tertiary
no
6,248
yes
no
unknown
9
may
154
2
-1
0
unknown
0no
41
services
married
tertiary
no
412
yes
no
unknown
3
jun
154
5
-1
0
unknown
0no
56
retired
married
secondary
no
344
yes
no
unknown
15
may
221
1
-1
0
unknown
0no
54
management
divorced
tertiary
no
3,222
no
no
cellular
14
aug
67
2
-1
0
unknown
0no
41
blue-collar
divorced
secondary
no
174
yes
no
cellular
14
may
367
2
297
1
other
0no
40
technician
single
secondary
no
591
no
yes
cellular
14
aug
87
6
-1
0
unknown
0no
50
blue-collar
divorced
primary
no
388
no
no
cellular
5
feb
701
1
-1
0
unknown
0no
40
unemployed
married
secondary
no
219
yes
no
cellular
17
nov
204
2
196
1
failure
0no
27
admin.
divorced
secondary
no
451
yes
no
cellular
16
jul
652
1
-1
0
unknown
1yes
60
retired
married
primary
no
5
no
no
cellular
26
aug
63
2
-1
0
unknown
0no
28
admin.
single
secondary
no
177
yes
yes
cellular
6
may
150
1
-1
0
unknown
0no
52
services
married
secondary
no
657
no
no
telephone
7
jul
398
2
460
2
failure
1yes
37
management
married
tertiary
no
1,315
no
no
cellular
30
jun
224
1
-1
0
unknown
1yes
51
blue-collar
married
primary
no
1,466
yes
no
unknown
7
may
406
2
-1
0
unknown
0no
41
technician
single
secondary
no
879
no
yes
cellular
7
jul
60
4
-1
0
unknown
0no
35
blue-collar
single
primary
no
293
yes
no
unknown
30
may
521
2
-1
0
unknown
0no
38
admin.
married
secondary
no
424
yes
no
cellular
17
apr
279
1
-1
0
unknown
0no
34
blue-collar
married
secondary
no
1,831
yes
no
unknown
20
may
203
2
-1
0
unknown
0no
39
blue-collar
married
primary
no
111
no
no
cellular
18
nov
201
2
-1
0
unknown
0no
34
blue-collar
married
primary
no
455
yes
no
unknown
20
jun
372
3
-1
0
unknown
0no
27
services
single
secondary
no
-195
yes
no
cellular
18
may
391
1
-1
0
unknown
1yes
32
management
single
tertiary
no
3,616
no
no
cellular
14
aug
165
2
-1
0
unknown
0no
57
blue-collar
married
secondary
no
14,093
no
no
cellular
11
aug
231
5
-1
0
unknown
0no
41
unknown
single
tertiary
no
1,567
no
no
cellular
1
jul
291
2
-1
0
unknown
0no
41
admin.
married
tertiary
no
5,426
yes
no
unknown
14
may
149
2
-1
0
unknown
0no
30
admin.
single
tertiary
no
261
no
no
cellular
19
oct
233
1
137
20
failure
0no
36
blue-collar
divorced
secondary
no
2,843
no
no
cellular
12
feb
473
1
182
1
success
0no
31
unemployed
single
primary
no
406
no
no
cellular
4
feb
736
1
-1
0
unknown
1yes

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