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
50
management
married
tertiary
no
2,881
no
no
cellular
5
aug
510
2
2
5
other
0no
30
blue-collar
single
secondary
no
445
yes
no
cellular
16
apr
218
1
330
2
failure
0no
40
management
married
secondary
no
643
yes
no
cellular
17
apr
74
2
256
1
failure
0no
57
housemaid
single
secondary
no
254
no
no
cellular
8
oct
676
1
-1
0
unknown
0no
40
management
married
tertiary
no
-1,212
yes
no
cellular
15
may
1,259
2
333
18
failure
0no
41
technician
married
secondary
no
2,125
yes
yes
cellular
21
nov
285
3
116
4
failure
0no
53
technician
divorced
unknown
no
629
yes
no
cellular
8
may
298
1
-1
0
unknown
0no
48
blue-collar
married
secondary
no
-202
yes
yes
cellular
30
jul
225
4
-1
0
unknown
0no
32
technician
single
secondary
no
271
yes
no
cellular
13
may
80
2
268
2
other
0no
34
management
married
tertiary
no
703
yes
no
cellular
14
apr
342
1
-1
0
unknown
1yes
46
blue-collar
married
secondary
no
-216
yes
no
cellular
28
jul
404
3
-1
0
unknown
0no
45
services
divorced
secondary
no
88
no
yes
cellular
7
jul
332
1
-1
0
unknown
0no
51
admin.
single
tertiary
no
16
yes
no
cellular
30
jan
158
1
-1
0
unknown
0no
31
management
married
secondary
no
466
yes
no
cellular
14
may
164
1
-1
0
unknown
0no
47
technician
married
secondary
no
-75
yes
no
cellular
4
feb
57
1
247
1
other
0no
32
blue-collar
married
secondary
no
456
no
no
cellular
12
may
121
1
-1
0
unknown
0no
41
technician
married
secondary
no
77
yes
no
cellular
7
may
56
1
-1
0
unknown
0no
37
services
single
secondary
no
-244
no
no
unknown
3
jul
178
1
-1
0
unknown
0no
27
blue-collar
single
primary
no
1,209
no
no
cellular
29
jan
283
1
-1
0
unknown
0no
27
services
married
secondary
no
58
yes
no
cellular
7
may
113
1
337
2
other
0no
50
management
married
secondary
yes
421
no
no
cellular
20
nov
22
5
-1
0
unknown
0no
31
management
single
tertiary
no
112
yes
no
cellular
2
feb
159
2
271
1
failure
0no
40
self-employed
married
tertiary
no
13,669
no
no
cellular
15
oct
138
1
136
8
other
0no
43
management
married
tertiary
no
1,429
yes
no
cellular
19
nov
1,015
1
198
2
other
1yes
39
technician
married
tertiary
no
794
no
no
telephone
2
feb
182
1
-1
0
unknown
0no
31
entrepreneur
single
tertiary
no
1,957
no
no
cellular
4
feb
112
3
-1
0
unknown
0no
48
technician
married
secondary
no
454
yes
no
cellular
10
jul
114
1
-1
0
unknown
0no
32
blue-collar
single
primary
no
882
no
yes
cellular
29
jul
80
8
-1
0
unknown
0no
47
unemployed
married
primary
no
168
yes
no
telephone
30
jan
66
1
241
1
other
0no
35
management
single
tertiary
no
714
yes
no
cellular
26
aug
135
22
-1
0
unknown
0no
42
management
single
tertiary
no
0
no
no
cellular
7
sep
99
1
-1
0
unknown
0no
47
blue-collar
married
secondary
no
1,996
no
no
unknown
5
jun
761
2
-1
0
unknown
1yes
59
retired
married
secondary
no
163
no
no
cellular
24
jul
464
1
-1
0
unknown
0no
38
admin.
married
secondary
no
3,190
yes
no
unknown
20
jun
20
2
-1
0
unknown
0no
50
unemployed
married
secondary
no
1,772
no
no
cellular
29
jul
206
4
-1
0
unknown
0no
27
services
single
secondary
no
-151
no
no
cellular
8
jul
283
2
-1
0
unknown
0no
55
housemaid
married
primary
no
16
no
no
unknown
20
jun
64
1
-1
0
unknown
0no
39
services
single
secondary
no
7,066
yes
no
cellular
15
may
667
3
357
3
other
1yes
31
technician
single
tertiary
no
454
no
no
cellular
4
feb
73
3
-1
0
unknown
0no
37
entrepreneur
married
tertiary
no
4,798
yes
no
unknown
20
may
156
2
-1
0
unknown
0no
28
technician
single
secondary
yes
-298
yes
no
unknown
3
jun
559
7
-1
0
unknown
0no
42
technician
married
secondary
no
439
no
no
cellular
20
aug
143
2
-1
0
unknown
0no
40
services
divorced
secondary
no
1,927
yes
no
unknown
15
may
62
1
-1
0
unknown
0no
59
management
single
secondary
no
671
yes
yes
cellular
29
jan
219
2
259
5
failure
0no
40
services
single
secondary
no
65
yes
no
cellular
15
may
15
3
-1
0
unknown
0no
43
technician
married
secondary
no
-932
yes
no
cellular
16
apr
567
1
-1
0
unknown
0no
38
technician
single
secondary
no
4,366
yes
no
cellular
29
jul
188
2
-1
0
unknown
0no
54
retired
married
primary
no
0
yes
no
cellular
11
jul
159
2
-1
0
unknown
0no
41
blue-collar
married
secondary
no
4,900
yes
no
telephone
31
jul
121
2
-1
0
unknown
0no
55
housemaid
divorced
primary
no
976
no
no
cellular
28
jun
345
1
94
3
other
1yes
33
management
married
tertiary
no
148
no
no
unknown
20
may
717
1
-1
0
unknown
0no
46
blue-collar
married
secondary
no
5
no
no
cellular
18
aug
71
3
-1
0
unknown
0no
36
management
married
secondary
no
-148
no
no
cellular
18
nov
144
2
-1
0
unknown
0no
48
technician
divorced
tertiary
no
113
no
yes
cellular
22
jul
38
1
-1
0
unknown
0no
42
management
married
secondary
no
-105
yes
no
cellular
28
aug
60
2
-1
0
unknown
0no
46
management
divorced
tertiary
no
624
no
no
cellular
17
sep
336
2
183
2
success
1yes
49
technician
married
secondary
yes
-1,680
yes
yes
unknown
27
jun
92
4
-1
0
unknown
0no
36
blue-collar
married
secondary
no
-461
no
no
cellular
11
may
254
2
353
1
failure
0no
34
technician
single
tertiary
no
144
yes
yes
cellular
14
oct
104
1
85
19
failure
0no
51
entrepreneur
divorced
tertiary
no
4
yes
yes
cellular
20
apr
74
5
-1
0
unknown
0no
58
blue-collar
married
primary
no
309
no
no
cellular
19
aug
156
2
-1
0
unknown
0no
48
management
married
tertiary
no
866
no
no
cellular
29
jan
146
2
-1
0
unknown
0no
41
admin.
single
secondary
no
1,020
yes
no
unknown
19
may
882
1
-1
0
unknown
1yes
49
self-employed
married
primary
no
489
yes
no
unknown
27
may
84
4
-1
0
unknown
0no
43
management
married
primary
no
8,167
yes
no
unknown
19
may
114
2
-1
0
unknown
0no
32
blue-collar
single
secondary
no
-255
no
yes
unknown
2
jul
957
3
-1
0
unknown
0no
54
retired
married
secondary
no
3,671
no
no
unknown
11
jun
67
3
-1
0
unknown
0no
33
blue-collar
divorced
primary
no
636
yes
no
cellular
9
jul
211
11
-1
0
unknown
0no
35
technician
married
secondary
no
141
yes
no
cellular
19
aug
299
2
-1
0
unknown
0no
56
technician
married
secondary
no
150
yes
yes
cellular
11
may
102
6
349
1
failure
0no
57
technician
married
secondary
no
839
no
yes
unknown
5
may
225
1
-1
0
unknown
0no
31
housemaid
single
primary
no
26,965
no
no
cellular
21
apr
654
2
-1
0
unknown
1yes
33
technician
single
secondary
no
716
yes
no
cellular
14
may
234
2
-1
0
unknown
0no
29
technician
single
tertiary
no
2,485
no
no
telephone
24
jul
48
6
-1
0
unknown
0no
38
management
single
tertiary
no
15,030
yes
no
cellular
13
may
167
1
174
7
other
0no
37
admin.
married
secondary
no
11,303
no
no
cellular
26
may
500
2
-1
0
unknown
0no
33
entrepreneur
married
tertiary
no
595
no
no
cellular
7
aug
22
2
-1
0
unknown
0no
30
management
single
tertiary
no
19,358
no
no
cellular
19
nov
258
2
-1
0
unknown
0no
31
self-employed
single
secondary
no
203
no
yes
cellular
19
nov
177
1
-1
0
unknown
0no
28
technician
single
tertiary
no
183
yes
yes
unknown
28
may
62
2
-1
0
unknown
0no
26
admin.
single
secondary
no
255
no
no
cellular
30
apr
457
1
80
1
success
1yes
31
technician
single
secondary
no
102
yes
no
telephone
17
apr
460
2
345
2
failure
0no
50
housemaid
divorced
primary
no
94
yes
no
cellular
22
jul
184
4
-1
0
unknown
0no
45
entrepreneur
married
primary
no
58
yes
no
telephone
13
may
119
3
371
3
failure
0no
48
management
married
primary
no
606
no
no
cellular
5
mar
77
6
-1
0
unknown
0no
41
technician
married
secondary
no
0
no
yes
cellular
23
jul
107
1
-1
0
unknown
0no
60
technician
married
primary
no
65
yes
no
unknown
9
may
1,028
2
-1
0
unknown
1yes
41
blue-collar
married
secondary
no
338
yes
no
unknown
14
may
87
1
-1
0
unknown
0no
43
blue-collar
married
primary
no
757
yes
no
unknown
9
may
315
4
-1
0
unknown
0no
36
management
married
tertiary
no
9,269
yes
yes
cellular
19
nov
107
2
-1
0
unknown
0no
40
blue-collar
married
primary
no
1,206
no
yes
telephone
16
jul
201
5
-1
0
unknown
0no
28
management
single
tertiary
no
882
no
yes
cellular
29
jan
94
1
205
2
failure
0no
27
student
single
tertiary
no
5,291
no
no
cellular
12
nov
192
2
92
2
failure
1yes
49
management
single
secondary
no
61
yes
no
cellular
29
jan
185
2
246
1
failure
0no
37
technician
married
tertiary
no
0
yes
no
cellular
17
nov
77
1
-1
0
unknown
0no
31
blue-collar
married
secondary
no
1,407
yes
no
cellular
6
may
142
3
-1
0
unknown
0no
31
technician
single
secondary
yes
25
no
no
cellular
2
feb
381
1
-1
0
unknown
0no
31
blue-collar
married
secondary
no
1,354
yes
yes
cellular
17
nov
222
2
-1
0
unknown
0no
35
blue-collar
married
primary
no
793
yes
no
cellular
17
apr
106
1
-1
0
unknown
0no
51
blue-collar
divorced
unknown
no
10,287
yes
no
unknown
29
may
117
1
-1
0
unknown
0no