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
33
technician
single
secondary
no
5,235
no
no
cellular
7
aug
67
3
-1
0
unknown
0no
30
technician
single
tertiary
no
3
yes
no
cellular
6
may
45
2
169
2
failure
0no
58
technician
single
secondary
no
409
no
yes
cellular
14
jul
643
2
-1
0
unknown
0no
34
admin.
married
tertiary
no
35
yes
no
cellular
15
oct
76
1
69
2
failure
0no
45
management
married
tertiary
no
-459
no
no
cellular
21
aug
508
6
-1
0
unknown
0no
28
services
single
secondary
no
198
no
no
cellular
5
jul
128
2
-1
0
unknown
1yes
31
blue-collar
married
primary
no
99
yes
no
cellular
17
apr
193
2
322
1
other
0no
40
management
married
tertiary
no
60
no
no
unknown
16
jun
172
6
-1
0
unknown
0no
30
services
single
secondary
no
3,485
no
no
cellular
2
feb
142
2
-1
0
unknown
0no
34
entrepreneur
married
secondary
no
-139
yes
yes
unknown
27
may
492
2
-1
0
unknown
0no
40
blue-collar
married
secondary
no
952
no
yes
unknown
12
jun
140
1
-1
0
unknown
0no
59
retired
married
primary
no
1,427
no
no
unknown
18
jun
140
2
-1
0
unknown
0no
43
technician
single
tertiary
no
1,017
yes
no
unknown
19
may
257
2
-1
0
unknown
0no
41
management
married
tertiary
no
-29
no
no
cellular
29
jan
41
2
266
2
failure
0no
33
technician
divorced
secondary
no
9
no
no
cellular
21
aug
91
2
-1
0
unknown
0no
33
management
married
secondary
no
4,040
yes
no
cellular
20
apr
132
2
-1
0
unknown
0no
36
blue-collar
married
secondary
no
13
no
no
unknown
3
jun
284
1
-1
0
unknown
0no
32
self-employed
single
secondary
no
1,259
no
no
cellular
25
jul
184
2
-1
0
unknown
0no
25
admin.
married
secondary
no
18
yes
no
cellular
18
jul
225
1
-1
0
unknown
0no
25
blue-collar
married
secondary
no
-76
yes
no
unknown
12
may
241
3
-1
0
unknown
0no
38
technician
single
tertiary
no
221
no
no
cellular
20
aug
79
3
-1
0
unknown
0no
34
management
married
tertiary
no
136
yes
no
cellular
22
apr
156
1
-1
0
unknown
0no
67
blue-collar
married
secondary
no
16,353
no
no
cellular
27
oct
223
2
-1
0
unknown
0no
32
blue-collar
married
secondary
no
-63
yes
no
unknown
30
may
198
1
-1
0
unknown
0no
45
housemaid
married
primary
no
7,353
no
no
cellular
13
aug
536
2
-1
0
unknown
0no
33
blue-collar
married
primary
no
511
yes
no
unknown
21
may
304
2
-1
0
unknown
0no
38
admin.
married
primary
no
3,913
yes
no
cellular
20
apr
196
2
315
2
failure
0no
32
technician
divorced
secondary
no
1,097
yes
no
unknown
12
may
298
2
-1
0
unknown
0no
54
retired
divorced
tertiary
no
6,102
yes
yes
unknown
21
may
86
6
-1
0
unknown
0no
51
admin.
divorced
secondary
no
340
yes
no
unknown
8
may
186
1
-1
0
unknown
0no
42
blue-collar
married
primary
no
-119
yes
no
cellular
22
jul
167
3
-1
0
unknown
0no
41
admin.
married
secondary
no
2,993
yes
no
cellular
22
jul
24
12
-1
0
unknown
0no
39
management
divorced
tertiary
no
3,575
no
yes
cellular
18
aug
74
3
-1
0
unknown
0no
38
blue-collar
married
secondary
no
361
yes
no
unknown
11
jun
601
1
-1
0
unknown
0no
39
management
married
secondary
no
1,072
yes
no
unknown
27
may
1,168
2
-1
0
unknown
0no
46
blue-collar
married
primary
no
2,904
no
no
cellular
20
apr
277
2
-1
0
unknown
0no
50
entrepreneur
divorced
tertiary
no
1,790
no
yes
cellular
6
feb
748
3
-1
0
unknown
0no
33
blue-collar
married
secondary
no
86
yes
no
unknown
19
may
364
1
-1
0
unknown
0no
37
technician
married
secondary
no
1,633
yes
no
unknown
19
may
229
3
-1
0
unknown
0no
31
management
married
tertiary
no
8,312
no
no
cellular
29
aug
43
13
-1
0
unknown
0no
34
blue-collar
divorced
unknown
no
172
no
no
cellular
15
jun
177
1
-1
0
unknown
1yes
34
management
married
tertiary
no
0
yes
no
cellular
7
aug
262
1
99
2
success
1yes
36
management
married
tertiary
no
222
yes
no
cellular
6
may
317
1
169
2
failure
0no
40
technician
married
secondary
no
109
no
no
unknown
20
jun
402
22
-1
0
unknown
0no
40
blue-collar
married
secondary
no
1,451
no
no
cellular
1
jun
314
1
-1
0
unknown
1yes
41
technician
married
secondary
no
1,066
no
no
cellular
11
feb
109
3
-1
0
unknown
1yes
52
management
married
tertiary
no
3,163
no
no
cellular
25
aug
56
6
-1
0
unknown
0no
40
services
single
secondary
no
888
yes
no
unknown
12
may
169
2
-1
0
unknown
0no
48
blue-collar
single
unknown
no
428
yes
no
cellular
18
may
127
1
-1
0
unknown
0no
33
management
divorced
secondary
no
106
no
no
cellular
20
aug
175
3
-1
0
unknown
0no
44
technician
divorced
secondary
no
0
no
no
cellular
12
aug
56
2
-1
0
unknown
0no
55
management
married
tertiary
no
979
no
yes
cellular
8
jul
123
1
-1
0
unknown
0no
51
admin.
married
secondary
no
2,662
no
no
telephone
28
jan
148
2
-1
0
unknown
0no
34
management
single
tertiary
no
84
no
no
cellular
5
feb
231
1
-1
0
unknown
0no
58
retired
divorced
unknown
no
5,920
yes
no
cellular
23
jul
255
1
-1
0
unknown
0no
39
management
single
tertiary
no
816
yes
no
cellular
27
aug
37
3
-1
0
unknown
0no
27
unemployed
single
secondary
no
3,276
no
no
cellular
5
aug
106
1
110
2
other
0no
55
management
divorced
unknown
no
2
yes
no
unknown
19
may
95
1
-1
0
unknown
0no
35
technician
single
secondary
no
-51
no
no
unknown
2
jul
134
2
-1
0
unknown
0no
37
technician
single
tertiary
no
3,315
yes
no
cellular
9
apr
820
2
-1
0
unknown
0no
52
technician
married
secondary
no
196
yes
yes
cellular
24
feb
116
1
273
3
failure
0no
41
blue-collar
married
secondary
no
552
yes
no
cellular
12
may
463
1
-1
0
unknown
0no
52
admin.
married
secondary
no
2,347
no
yes
cellular
12
aug
603
3
-1
0
unknown
0no
34
blue-collar
single
secondary
no
3,723
yes
no
unknown
27
may
47
5
-1
0
unknown
0no
53
management
divorced
primary
no
255
no
no
cellular
19
nov
126
1
-1
0
unknown
0no
33
management
single
tertiary
no
3,143
no
no
cellular
29
jun
421
2
-1
0
unknown
1yes
47
self-employed
married
secondary
no
0
no
no
unknown
26
jun
174
8
-1
0
unknown
0no
35
blue-collar
married
secondary
no
6,411
yes
yes
cellular
30
jan
144
1
266
2
failure
0no
33
management
single
tertiary
no
1,909
no
no
cellular
8
aug
191
2
-1
0
unknown
0no
55
blue-collar
married
primary
no
3,873
no
no
telephone
21
apr
222
1
-1
0
unknown
0no
58
self-employed
married
primary
no
1,013
yes
no
cellular
11
aug
206
1
461
1
failure
1yes
44
admin.
married
secondary
no
262
yes
no
cellular
9
jul
74
1
-1
0
unknown
0no
25
services
single
secondary
no
3,217
yes
no
unknown
28
may
24
1
-1
0
unknown
0no
37
technician
single
secondary
no
5,436
yes
no
cellular
6
may
7
11
351
1
failure
0no
41
blue-collar
married
primary
no
2,067
yes
no
cellular
15
may
493
7
-1
0
unknown
0no
34
blue-collar
single
secondary
no
215
no
no
cellular
3
mar
350
3
-1
0
unknown
1yes
36
services
divorced
secondary
no
1,594
no
no
unknown
6
jun
250
3
-1
0
unknown
0no
44
self-employed
married
tertiary
no
134
no
no
cellular
28
aug
86
4
-1
0
unknown
0no
34
entrepreneur
divorced
tertiary
no
262
no
no
cellular
20
nov
371
1
-1
0
unknown
0no
56
blue-collar
divorced
primary
no
3,021
no
no
unknown
9
jun
419
2
-1
0
unknown
0no
43
management
divorced
tertiary
no
388
yes
no
unknown
8
may
2,087
2
-1
0
unknown
1yes
28
blue-collar
single
secondary
no
3,412
yes
no
cellular
15
may
22
4
-1
0
unknown
0no
54
blue-collar
married
secondary
no
1,291
yes
no
unknown
5
may
266
1
-1
0
unknown
0no
37
technician
divorced
secondary
no
79
no
no
cellular
21
jul
191
1
-1
0
unknown
0no
59
self-employed
married
tertiary
no
2,013
no
no
cellular
19
feb
222
4
94
2
success
1yes
58
blue-collar
divorced
secondary
no
543
no
yes
telephone
17
jul
264
3
-1
0
unknown
0no
56
management
divorced
tertiary
no
1,016
yes
no
unknown
9
jun
184
5
-1
0
unknown
0no
32
blue-collar
single
secondary
no
604
no
yes
cellular
28
may
95
3
-1
0
unknown
0no
42
management
single
tertiary
no
525
no
no
cellular
13
aug
127
2
-1
0
unknown
0no
52
retired
divorced
primary
no
353
no
no
cellular
31
jul
395
4
-1
0
unknown
0no
46
management
married
tertiary
no
964
yes
no
cellular
8
apr
174
1
-1
0
unknown
0no
37
admin.
married
tertiary
no
3,913
yes
no
cellular
27
apr
124
1
-1
0
unknown
1yes
39
blue-collar
married
primary
no
879
yes
no
unknown
26
may
102
2
-1
0
unknown
0no
31
admin.
married
secondary
no
314
yes
no
cellular
17
apr
279
1
-1
0
unknown
0no
59
housemaid
married
primary
no
0
no
no
cellular
27
aug
76
11
-1
0
unknown
0no
38
blue-collar
married
secondary
no
1,370
yes
no
cellular
11
may
472
2
-1
0
unknown
0no
58
management
married
secondary
no
37
no
no
cellular
18
aug
84
11
-1
0
unknown
0no
34
management
single
tertiary
no
673
yes
yes
cellular
20
nov
271
1
184
1
failure
0no
40
services
married
secondary
no
-342
yes
no
unknown
26
may
754
1
-1
0
unknown
0no
20
student
single
secondary
no
291
no
no
telephone
11
may
172
5
371
5
failure
0no