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
60
retired
married
primary
no
71,188
no
no
cellular
6
oct
205
1
-1
0
unknown
0no
51
management
married
tertiary
no
5,108
yes
no
cellular
8
oct
272
1
102
8
other
0no
48
blue-collar
married
secondary
no
1,738
yes
no
cellular
15
apr
349
1
-1
0
unknown
0no
42
blue-collar
married
primary
no
-97
yes
no
cellular
3
feb
216
4
271
5
failure
0no
36
blue-collar
married
secondary
no
199
yes
no
cellular
9
jul
183
1
-1
0
unknown
0no
43
management
married
tertiary
no
489
yes
no
cellular
8
may
130
1
172
2
other
0no
31
admin.
married
primary
no
355
yes
yes
unknown
4
jun
61
6
-1
0
unknown
0no
49
technician
single
secondary
no
-97
yes
no
unknown
6
jun
92
2
-1
0
unknown
0no
35
management
divorced
tertiary
no
473
no
yes
cellular
5
aug
37
2
-1
0
unknown
0no
44
entrepreneur
married
secondary
no
6,649
yes
no
cellular
19
nov
354
2
-1
0
unknown
0no
34
self-employed
married
tertiary
no
263
no
no
cellular
4
may
203
1
78
8
other
0no
46
blue-collar
married
secondary
no
781
no
no
unknown
13
may
152
1
-1
0
unknown
0no
49
blue-collar
married
primary
no
1,032
yes
no
unknown
2
jun
41
5
-1
0
unknown
0no
32
blue-collar
married
secondary
no
119
no
no
cellular
4
may
20
5
-1
0
unknown
0no
35
management
divorced
tertiary
no
434
yes
no
cellular
11
may
277
1
271
2
success
0no
51
admin.
married
secondary
no
2,967
no
no
unknown
17
jun
83
2
-1
0
unknown
0no
57
retired
divorced
secondary
no
-331
yes
no
unknown
6
may
531
1
-1
0
unknown
0no
59
management
married
tertiary
no
1,585
no
no
telephone
28
aug
91
5
-1
0
unknown
0no
40
services
divorced
unknown
no
4,384
yes
no
unknown
5
may
315
1
-1
0
unknown
0no
49
management
single
tertiary
no
588
no
no
cellular
28
aug
70
9
-1
0
unknown
0no
51
management
married
secondary
no
3,180
yes
no
cellular
9
jul
384
1
-1
0
unknown
0no
35
admin.
married
secondary
yes
0
no
yes
unknown
4
jul
105
3
-1
0
unknown
0no
29
self-employed
married
secondary
no
-76
yes
no
unknown
27
may
305
2
-1
0
unknown
0no
32
services
single
secondary
no
152
yes
no
cellular
25
may
158
2
-1
0
unknown
1yes
37
housemaid
divorced
secondary
no
1,040
yes
no
cellular
13
may
199
1
173
2
failure
0no
49
unemployed
married
primary
no
-384
yes
no
unknown
27
may
25
1
-1
0
unknown
0no
45
technician
married
unknown
no
473
yes
no
unknown
27
may
147
1
-1
0
unknown
0no
34
technician
single
secondary
no
475
yes
no
cellular
29
jul
538
8
-1
0
unknown
0no
53
technician
married
secondary
no
0
no
no
cellular
22
aug
77
9
-1
0
unknown
0no
42
entrepreneur
married
primary
no
149
no
no
cellular
20
aug
94
2
-1
0
unknown
0no
43
technician
married
secondary
no
3,285
yes
no
unknown
13
may
1,721
2
-1
0
unknown
1yes
52
retired
married
secondary
no
424
no
no
cellular
19
nov
143
1
154
3
failure
0no
34
blue-collar
single
secondary
no
79
no
yes
cellular
20
nov
104
1
-1
0
unknown
0no
34
technician
divorced
tertiary
no
674
yes
no
cellular
7
aug
587
2
-1
0
unknown
1yes
27
services
married
secondary
no
0
yes
no
cellular
22
jul
1,608
13
-1
0
unknown
1yes
43
unemployed
married
tertiary
no
58
yes
no
cellular
9
feb
48
4
-1
0
unknown
0no
41
technician
married
tertiary
no
532
yes
no
cellular
9
jul
74
1
-1
0
unknown
0no
72
retired
married
secondary
no
4,130
no
no
cellular
12
nov
427
1
-1
0
unknown
0no
35
blue-collar
married
primary
no
422
yes
no
cellular
14
may
73
1
-1
0
unknown
0no
41
management
married
tertiary
no
437
yes
no
unknown
3
jun
14
21
-1
0
unknown
0no
36
blue-collar
divorced
primary
no
-308
yes
no
cellular
12
may
725
1
-1
0
unknown
1yes
51
housemaid
married
primary
no
30
yes
no
cellular
14
jul
333
2
-1
0
unknown
0no
37
self-employed
married
tertiary
no
137
no
no
cellular
13
aug
244
6
-1
0
unknown
0no
42
admin.
single
secondary
no
-247
yes
yes
telephone
21
oct
519
1
166
1
other
1yes
26
admin.
single
secondary
no
321
yes
no
cellular
22
jul
242
7
-1
0
unknown
0no
23
services
single
secondary
no
250
yes
no
cellular
18
may
222
1
-1
0
unknown
0no
50
management
married
tertiary
no
-470
yes
no
cellular
19
nov
130
2
160
1
failure
0no
37
blue-collar
married
secondary
no
140
yes
yes
cellular
7
may
490
1
-1
0
unknown
0no
35
management
married
tertiary
no
2,793
no
no
cellular
20
nov
258
2
-1
0
unknown
0no
37
management
married
tertiary
no
410
no
no
cellular
29
jan
337
2
-1
0
unknown
0no
79
retired
divorced
unknown
no
2,628
no
no
telephone
8
jul
220
7
450
2
failure
0no
39
technician
married
secondary
no
116
no
no
cellular
24
aug
79
2
94
2
success
0no
47
services
married
secondary
no
0
yes
no
telephone
9
jul
250
1
-1
0
unknown
0no
44
blue-collar
married
secondary
no
878
yes
no
cellular
2
jun
130
1
-1
0
unknown
0no
36
management
single
tertiary
no
2,944
no
no
cellular
18
aug
882
8
-1
0
unknown
1yes
33
blue-collar
single
secondary
no
3,975
yes
yes
cellular
17
apr
515
1
150
1
other
0no
42
services
married
secondary
no
96
yes
no
cellular
5
may
238
3
340
2
failure
0no
35
technician
single
tertiary
no
2,288
no
no
telephone
28
may
32
2
-1
0
unknown
0no
31
blue-collar
married
secondary
no
472
yes
no
unknown
13
may
907
2
-1
0
unknown
0no
58
services
married
primary
no
65
no
no
unknown
27
jun
162
1
-1
0
unknown
0no
46
management
married
tertiary
no
0
no
no
unknown
7
may
70
2
-1
0
unknown
0no
41
admin.
single
secondary
no
400
yes
no
unknown
4
jun
99
6
-1
0
unknown
0no
58
technician
married
secondary
no
7,495
yes
no
unknown
13
may
325
1
-1
0
unknown
0no
33
blue-collar
married
secondary
no
137
no
yes
cellular
18
jul
305
12
-1
0
unknown
0no
31
unemployed
married
secondary
no
24
yes
no
cellular
19
nov
631
1
-1
0
unknown
0no
55
technician
divorced
secondary
no
3,450
no
no
cellular
10
feb
169
1
183
1
failure
1yes
38
technician
single
secondary
no
311
yes
no
cellular
28
may
61
2
-1
0
unknown
0no
55
housemaid
married
secondary
no
139
no
no
cellular
22
aug
256
2
-1
0
unknown
0no
47
management
single
tertiary
no
0
no
no
unknown
11
jun
58
3
-1
0
unknown
0no
51
housemaid
married
primary
no
492
yes
no
unknown
20
may
142
3
-1
0
unknown
0no
46
management
single
tertiary
no
334
yes
no
telephone
4
may
36
6
90
2
other
0no
61
management
married
tertiary
no
997
no
no
cellular
10
mar
106
1
-1
0
unknown
1yes
47
management
single
tertiary
no
440
no
no
cellular
21
aug
71
4
-1
0
unknown
0no
34
technician
married
secondary
no
47
no
no
cellular
25
aug
132
6
-1
0
unknown
0no
34
blue-collar
married
secondary
no
1,298
yes
no
unknown
20
may
120
1
-1
0
unknown
0no
41
management
divorced
tertiary
no
3,355
no
no
cellular
14
oct
181
2
500
1
failure
0no
36
blue-collar
divorced
secondary
no
-11
no
no
unknown
5
jun
152
2
-1
0
unknown
0no
26
blue-collar
single
secondary
no
396
yes
no
unknown
28
may
302
1
-1
0
unknown
0no
35
management
married
tertiary
no
8
no
no
cellular
23
apr
93
3
-1
0
unknown
1yes
36
blue-collar
married
secondary
no
1,409
no
no
unknown
17
jun
235
2
-1
0
unknown
0no
26
management
single
tertiary
no
170
no
no
cellular
15
jun
129
1
-1
0
unknown
1yes
58
management
married
primary
no
2,769
yes
no
cellular
11
jul
94
2
-1
0
unknown
0no
50
blue-collar
married
secondary
no
2,320
yes
no
cellular
7
apr
310
1
-1
0
unknown
0no
61
retired
married
secondary
no
76
yes
no
cellular
15
jul
195
7
-1
0
unknown
0no
28
technician
single
secondary
no
2,034
yes
no
unknown
21
may
196
1
-1
0
unknown
0no
49
blue-collar
single
primary
no
3,018
yes
no
unknown
15
may
93
1
-1
0
unknown
0no
74
retired
married
secondary
no
921
no
no
telephone
17
apr
394
2
-1
0
unknown
1yes
53
blue-collar
married
secondary
no
483
yes
no
cellular
3
feb
288
3
-1
0
unknown
0no
46
self-employed
married
secondary
no
390
yes
no
cellular
31
jul
208
2
-1
0
unknown
0no
47
management
married
tertiary
no
0
no
no
cellular
27
oct
508
1
-1
0
unknown
1yes
42
blue-collar
single
primary
no
92
no
no
cellular
30
jul
86
2
-1
0
unknown
0no
56
services
married
secondary
no
22,196
yes
no
cellular
21
nov
189
1
-1
0
unknown
0no
42
technician
married
secondary
no
2
no
no
unknown
29
may
249
2
-1
0
unknown
0no
49
housemaid
married
primary
no
249
yes
no
cellular
21
nov
450
1
-1
0
unknown
0no
43
unemployed
single
unknown
no
3,274
yes
no
cellular
22
may
680
1
95
1
failure
0no
39
services
married
secondary
no
5,731
yes
no
unknown
20
may
175
2
-1
0
unknown
0no
66
retired
married
primary
no
206
no
no
cellular
9
feb
479
1
-1
0
unknown
1yes
30
technician
single
tertiary
no
2,325
no
no
cellular
5
apr
270
3
241
4
other
0no
38
management
single
tertiary
no
0
no
no
cellular
24
jul
164
1
-1
0
unknown
0no
31
blue-collar
married
secondary
no
1,664
yes
no
cellular
20
apr
158
1
182
1
success
0no