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
59
retired
married
primary
no
0
no
no
cellular
5
jun
493
2
-1
0
unknown
1yes
49
blue-collar
married
primary
no
371
yes
no
cellular
31
jul
18
44
-1
0
unknown
0no
33
blue-collar
single
primary
no
1
yes
no
cellular
20
apr
257
1
-1
0
unknown
0no
46
technician
single
secondary
no
834
yes
no
cellular
11
jul
196
2
-1
0
unknown
0no
55
entrepreneur
married
primary
no
298
yes
no
unknown
8
may
144
3
-1
0
unknown
0no
49
services
married
tertiary
no
306
yes
no
cellular
18
aug
285
7
-1
0
unknown
0no
51
technician
married
secondary
no
143
yes
no
unknown
16
may
627
1
-1
0
unknown
0no
27
admin.
married
secondary
no
186
yes
no
unknown
27
may
136
2
-1
0
unknown
0no
44
technician
married
secondary
no
5,597
no
no
unknown
20
jun
27
3
-1
0
unknown
0no
40
services
single
secondary
no
1,547
yes
no
cellular
12
may
88
2
173
1
success
0no
36
management
married
tertiary
no
1,852
no
no
unknown
8
may
362
1
-1
0
unknown
0no
46
admin.
single
secondary
no
1,790
yes
no
unknown
5
jun
214
5
-1
0
unknown
0no
30
services
single
secondary
no
20
yes
no
cellular
20
apr
404
6
340
1
failure
0no
35
admin.
married
secondary
no
8,652
yes
no
unknown
24
jun
103
6
-1
0
unknown
0no
31
technician
single
secondary
no
1,626
no
no
cellular
7
may
356
2
286
3
failure
0no
37
admin.
married
secondary
no
749
no
no
cellular
21
apr
219
1
-1
0
unknown
0no
49
blue-collar
married
unknown
no
51
yes
no
unknown
7
may
984
1
-1
0
unknown
0no
27
services
single
secondary
yes
-1
no
no
cellular
22
jul
60
2
-1
0
unknown
0no
32
blue-collar
married
secondary
no
-32
yes
no
cellular
12
may
145
1
-1
0
unknown
0no
70
retired
divorced
secondary
no
6,850
no
no
telephone
5
mar
252
3
183
1
failure
0no
22
technician
single
secondary
no
333
no
yes
telephone
12
nov
129
1
-1
0
unknown
0no
58
blue-collar
married
secondary
no
-27
no
yes
telephone
31
jul
77
13
-1
0
unknown
0no
33
blue-collar
married
secondary
no
932
yes
no
unknown
21
may
226
1
-1
0
unknown
0no
83
retired
divorced
primary
no
0
no
no
telephone
31
may
664
1
77
3
success
0no
50
management
divorced
tertiary
no
100
yes
yes
cellular
13
may
157
1
299
3
failure
0no
53
blue-collar
married
secondary
no
-626
yes
no
cellular
9
jul
205
1
-1
0
unknown
0no
37
management
single
tertiary
no
9
no
no
cellular
26
aug
484
2
-1
0
unknown
0no
55
services
divorced
primary
no
653
no
no
unknown
6
jun
800
1
-1
0
unknown
0no
49
admin.
married
secondary
no
3,608
yes
no
unknown
13
nov
231
1
-1
0
unknown
1yes
41
blue-collar
married
primary
no
293
yes
yes
cellular
7
may
102
1
-1
0
unknown
0no
40
management
single
tertiary
no
36
yes
no
unknown
27
may
240
3
-1
0
unknown
0no
48
management
married
tertiary
no
263
yes
no
unknown
5
may
350
2
-1
0
unknown
0no
27
student
single
secondary
no
8,366
no
no
cellular
7
may
458
2
349
1
other
0no
30
management
single
tertiary
no
2,186
yes
no
unknown
3
jun
366
1
-1
0
unknown
0no
37
entrepreneur
single
secondary
no
20,453
yes
no
telephone
4
may
115
1
-1
0
unknown
0no
37
services
single
secondary
no
105
no
yes
unknown
17
jun
260
4
-1
0
unknown
0no
40
blue-collar
married
secondary
no
440
yes
no
unknown
5
jun
327
2
-1
0
unknown
0no
73
retired
married
unknown
no
519
no
no
telephone
16
oct
434
1
57
1
failure
1yes
50
management
married
tertiary
no
19,447
yes
yes
cellular
21
nov
166
1
-1
0
unknown
0no
53
blue-collar
married
primary
no
225
no
no
cellular
18
jul
171
7
-1
0
unknown
0no
47
blue-collar
married
secondary
no
2,548
yes
no
cellular
11
may
577
1
368
1
other
0no
33
technician
divorced
secondary
no
0
no
no
cellular
21
aug
224
8
-1
0
unknown
0no
50
blue-collar
married
unknown
no
2,284
yes
no
telephone
31
jul
1,088
17
-1
0
unknown
1yes
51
blue-collar
married
primary
no
40
yes
no
cellular
13
may
79
1
370
1
failure
0no
42
housemaid
divorced
tertiary
no
364
no
no
cellular
18
nov
52
1
-1
0
unknown
0no
34
technician
single
secondary
no
174
no
no
telephone
11
may
259
4
-1
0
unknown
0no
44
technician
married
secondary
no
10,888
yes
no
cellular
5
aug
163
1
-1
0
unknown
0no
32
admin.
married
secondary
no
0
yes
yes
cellular
17
nov
159
2
195
2
failure
0no
60
retired
married
tertiary
no
225
no
no
cellular
19
aug
54
2
-1
0
unknown
0no
60
retired
divorced
tertiary
no
2,131
no
no
cellular
10
jul
421
6
-1
0
unknown
0no
29
blue-collar
single
secondary
no
-20
no
yes
cellular
21
jul
574
1
-1
0
unknown
1yes
39
management
single
secondary
no
36
no
no
cellular
29
aug
70
2
-1
0
unknown
0no
47
blue-collar
married
primary
no
2,642
no
no
cellular
13
aug
310
2
-1
0
unknown
0no
30
admin.
married
tertiary
no
400
yes
no
cellular
7
may
223
1
-1
0
unknown
0no
31
technician
single
tertiary
no
1,214
no
no
cellular
3
feb
39
1
-1
0
unknown
0no
34
management
single
tertiary
no
-292
yes
no
cellular
19
aug
181
6
-1
0
unknown
0no
51
admin.
married
secondary
no
1,415
yes
no
unknown
2
jun
151
3
-1
0
unknown
0no
38
blue-collar
married
secondary
no
213
yes
no
unknown
16
jun
270
15
-1
0
unknown
0no
47
admin.
single
secondary
no
2,540
no
no
cellular
18
nov
110
5
-1
0
unknown
0no
46
housemaid
single
tertiary
no
3,232
no
no
telephone
15
jun
94
2
-1
0
unknown
0no
33
management
married
tertiary
no
296
no
no
cellular
16
jul
90
2
-1
0
unknown
0no
30
management
married
tertiary
no
42
no
no
cellular
25
aug
115
6
-1
0
unknown
0no
40
technician
married
secondary
no
697
no
no
cellular
24
jun
220
2
219
2
other
0no
38
blue-collar
single
secondary
no
13,156
yes
no
cellular
17
apr
291
4
331
1
failure
0no
63
retired
divorced
secondary
no
1,490
no
no
cellular
8
jun
506
1
-1
0
unknown
1yes
33
management
married
tertiary
no
150
no
no
cellular
21
aug
151
2
-1
0
unknown
0no
59
retired
married
secondary
no
0
no
no
unknown
5
jun
812
1
-1
0
unknown
1yes
29
management
single
tertiary
no
4,210
yes
no
cellular
18
may
119
1
-1
0
unknown
0no
54
services
divorced
secondary
no
1,012
yes
no
cellular
12
may
33
3
175
2
other
0no
57
technician
married
secondary
no
16,063
yes
no
unknown
30
may
352
3
-1
0
unknown
0no
57
blue-collar
married
primary
no
5,431
yes
yes
unknown
6
may
383
1
-1
0
unknown
0no
28
services
single
secondary
no
317
yes
no
unknown
16
may
21
3
-1
0
unknown
0no
30
technician
single
secondary
no
4,787
yes
no
cellular
18
nov
266
1
167
2
failure
0no
28
blue-collar
married
secondary
no
225
yes
yes
unknown
7
may
866
2
-1
0
unknown
0no
45
services
divorced
primary
no
3,854
yes
no
unknown
20
jun
10
3
-1
0
unknown
0no
29
services
divorced
secondary
no
92
yes
no
cellular
7
may
240
1
-1
0
unknown
0no
42
blue-collar
married
primary
no
-10
yes
no
unknown
9
may
291
4
-1
0
unknown
0no
31
blue-collar
married
secondary
no
-617
yes
no
unknown
2
jun
115
2
-1
0
unknown
0no
59
housemaid
divorced
primary
no
195
no
no
unknown
5
may
366
2
-1
0
unknown
0no
41
blue-collar
married
primary
no
1,172
yes
no
unknown
15
may
153
1
-1
0
unknown
0no
57
housemaid
married
secondary
no
0
no
no
cellular
22
aug
197
2
-1
0
unknown
0no
43
services
divorced
secondary
no
0
no
no
cellular
31
jul
106
4
-1
0
unknown
0no
30
services
divorced
secondary
no
-94
yes
no
cellular
14
jul
41
2
-1
0
unknown
0no
26
admin.
single
secondary
no
609
no
no
telephone
28
jan
112
1
-1
0
unknown
0no
52
management
single
tertiary
no
4
no
yes
cellular
28
jul
30
9
-1
0
unknown
0no
32
entrepreneur
divorced
secondary
no
1,121
yes
yes
cellular
16
apr
211
3
-1
0
unknown
0no
39
management
divorced
tertiary
no
355
yes
no
cellular
25
aug
313
5
-1
0
unknown
0no
31
blue-collar
married
secondary
no
3,653
yes
yes
cellular
21
nov
252
1
168
4
failure
0no
83
retired
divorced
primary
no
1,097
no
no
telephone
5
mar
181
1
-1
0
unknown
1yes
34
management
married
tertiary
no
436
no
yes
cellular
28
jul
118
4
-1
0
unknown
0no
40
blue-collar
married
secondary
no
4,795
yes
no
cellular
17
apr
57
1
-1
0
unknown
0no
39
self-employed
married
secondary
no
266
no
no
cellular
11
may
102
2
-1
0
unknown
0no
50
unemployed
married
secondary
no
3,357
no
no
cellular
9
jun
239
4
-1
0
unknown
1yes
30
technician
married
tertiary
no
101
yes
yes
cellular
7
jul
187
3
-1
0
unknown
0no
43
blue-collar
married
secondary
no
10,910
yes
no
cellular
15
may
66
2
-1
0
unknown
0no
49
blue-collar
married
secondary
no
1,568
no
no
unknown
21
may
206
6
-1
0
unknown
0no
41
retired
single
primary
no
0
no
no
cellular
8
may
239
1
368
2
failure
0no
35
blue-collar
married
secondary
no
305
yes
no
cellular
18
may
7
7
367
25
failure
0no
57
retired
married
tertiary
no
31
no
no
cellular
19
aug
260
2
-1
0
unknown
0no
29
entrepreneur
married
secondary
no
452
yes
no
unknown
27
may
347
1
-1
0
unknown
0no