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
48
admin.
married
secondary
no
5
yes
no
unknown
7
may
697
2
-1
0
unknown
0no
38
entrepreneur
divorced
tertiary
no
7,929
no
no
cellular
8
jul
182
3
-1
0
unknown
0no
41
entrepreneur
married
primary
no
39
yes
no
cellular
21
nov
549
2
-1
0
unknown
1yes
39
housemaid
married
primary
no
267
no
no
unknown
9
jun
1,151
5
-1
0
unknown
0no
31
management
married
tertiary
no
4,945
no
no
cellular
11
aug
445
1
-1
0
unknown
0no
51
technician
married
secondary
no
463
yes
no
unknown
13
may
213
5
-1
0
unknown
0no
35
unemployed
single
secondary
no
2,116
yes
no
cellular
13
may
409
2
-1
0
unknown
0no
45
admin.
divorced
secondary
no
59
yes
no
cellular
24
jul
873
8
-1
0
unknown
1yes
28
blue-collar
married
secondary
no
131
yes
no
unknown
12
may
147
5
-1
0
unknown
0no
57
retired
married
secondary
no
107
no
no
cellular
14
jul
85
2
-1
0
unknown
0no
36
unemployed
married
secondary
no
-35
no
no
cellular
30
jan
339
3
-1
0
unknown
0no
49
technician
married
primary
no
230
yes
no
unknown
8
may
96
1
-1
0
unknown
0no
34
management
single
tertiary
no
2,679
yes
no
cellular
7
may
195
1
-1
0
unknown
0no
65
retired
married
primary
no
493
no
no
cellular
16
oct
622
1
182
1
failure
0no
26
services
single
secondary
no
256
yes
no
cellular
4
may
101
2
-1
0
unknown
0no
52
blue-collar
married
primary
no
-133
no
no
unknown
5
jun
96
2
-1
0
unknown
0no
32
blue-collar
single
secondary
no
811
yes
no
cellular
14
may
563
1
-1
0
unknown
1yes
33
unemployed
married
tertiary
no
302
yes
yes
cellular
16
apr
670
1
-1
0
unknown
0no
43
management
married
tertiary
no
3,529
yes
no
cellular
4
aug
190
3
-1
0
unknown
0no
26
technician
single
tertiary
no
75
yes
yes
unknown
19
may
351
1
-1
0
unknown
0no
45
technician
married
secondary
no
999
yes
no
cellular
20
nov
215
6
188
2
failure
0no
30
management
single
tertiary
no
7,845
yes
no
unknown
3
jun
59
1
-1
0
unknown
0no
37
services
divorced
primary
no
260
yes
no
cellular
17
apr
446
2
-1
0
unknown
0no
45
management
single
tertiary
no
2,048
yes
no
cellular
18
oct
310
1
804
1
failure
1yes
34
management
married
tertiary
no
1,557
yes
yes
unknown
13
may
213
1
-1
0
unknown
0no
35
services
married
secondary
no
505
yes
yes
unknown
27
may
371
2
-1
0
unknown
0no
41
admin.
married
tertiary
no
1,536
no
no
cellular
4
may
54
2
-1
0
unknown
0no
42
self-employed
married
tertiary
no
0
no
no
cellular
8
aug
118
6
-1
0
unknown
0no
48
blue-collar
married
unknown
no
439
yes
no
cellular
2
feb
212
1
249
2
other
0no
45
unknown
married
primary
no
44
no
no
unknown
11
jun
81
1
-1
0
unknown
0no
47
management
married
tertiary
no
295
yes
no
cellular
5
aug
157
1
-1
0
unknown
0no
37
blue-collar
married
primary
no
190
yes
yes
unknown
8
may
194
1
-1
0
unknown
0no
32
management
married
secondary
no
3,935
yes
no
unknown
29
may
129
2
-1
0
unknown
0no
40
management
married
tertiary
no
-17
yes
yes
cellular
11
may
474
1
256
1
success
1yes
35
technician
single
secondary
no
175
yes
no
cellular
29
jan
219
1
246
1
failure
0no
31
technician
single
secondary
no
4,888
yes
no
telephone
5
may
475
4
166
2
failure
0no
36
technician
single
tertiary
no
40
no
no
cellular
26
aug
359
3
-1
0
unknown
0no
44
management
married
tertiary
no
4,460
no
no
telephone
31
jul
168
2
-1
0
unknown
0no
52
admin.
divorced
secondary
no
98
no
yes
unknown
19
jun
148
1
-1
0
unknown
0no
28
student
single
secondary
no
330
no
no
telephone
2
feb
197
1
-1
0
unknown
0no
45
blue-collar
married
primary
no
13,117
no
no
unknown
11
jun
42
2
-1
0
unknown
0no
38
management
married
tertiary
no
12,877
no
no
unknown
17
jun
118
3
-1
0
unknown
0no
39
blue-collar
married
primary
no
1,506
yes
no
cellular
11
may
299
2
-1
0
unknown
0no
28
management
single
tertiary
no
0
no
no
telephone
27
may
198
2
-1
0
unknown
0no
31
technician
single
secondary
no
775
no
no
cellular
2
feb
361
1
-1
0
unknown
0no
46
blue-collar
married
primary
no
258
yes
no
unknown
27
may
217
1
-1
0
unknown
0no
22
student
single
secondary
no
246
yes
no
telephone
12
may
25
1
-1
0
unknown
0no
49
blue-collar
single
primary
no
2,146
yes
no
cellular
7
may
1,516
2
353
2
other
1yes
44
unemployed
married
secondary
no
304
yes
no
unknown
12
may
129
2
-1
0
unknown
0no
31
self-employed
single
secondary
no
360
yes
no
unknown
26
may
592
4
-1
0
unknown
0no
53
blue-collar
married
primary
no
3,316
yes
no
unknown
23
may
331
6
-1
0
unknown
0no
55
management
married
tertiary
no
6,880
no
no
cellular
8
aug
353
2
-1
0
unknown
0no
35
technician
married
secondary
no
2,189
no
no
cellular
19
nov
256
3
-1
0
unknown
0no
35
blue-collar
married
secondary
no
5,304
yes
no
cellular
20
nov
340
1
183
2
failure
0no
37
management
single
tertiary
no
102
yes
no
cellular
21
aug
101
2
-1
0
unknown
0no
50
blue-collar
married
secondary
no
181
yes
no
cellular
17
apr
599
2
-1
0
unknown
0no
37
management
married
primary
no
3,953
yes
no
cellular
6
apr
610
2
138
1
failure
0no
37
blue-collar
single
primary
no
6,969
yes
no
unknown
20
may
412
1
-1
0
unknown
0no
29
management
single
tertiary
no
572
no
no
cellular
16
dec
314
1
195
1
success
1yes
31
admin.
single
secondary
no
223
yes
no
cellular
17
apr
508
1
315
11
success
0no
40
technician
married
secondary
no
-396
yes
no
unknown
26
may
127
1
-1
0
unknown
0no
47
services
divorced
secondary
no
164
no
no
unknown
5
may
212
1
-1
0
unknown
0no
55
self-employed
married
secondary
no
2,678
no
yes
cellular
18
aug
151
12
-1
0
unknown
0no
33
technician
single
secondary
no
920
yes
no
cellular
21
nov
58
1
122
4
failure
0no
53
services
divorced
secondary
no
4,554
no
no
cellular
5
feb
8
6
-1
0
unknown
0no
38
management
single
tertiary
no
623
no
no
cellular
28
jun
297
4
144
4
other
1yes
61
management
married
secondary
no
967
no
no
cellular
20
aug
180
1
-1
0
unknown
0no
43
unemployed
divorced
secondary
no
1,577
yes
no
cellular
19
nov
87
1
-1
0
unknown
0no
42
housemaid
married
primary
no
1
yes
no
telephone
28
jul
59
5
-1
0
unknown
0no
36
management
divorced
tertiary
no
0
no
no
cellular
28
aug
81
4
-1
0
unknown
0no
31
technician
single
tertiary
no
1,166
yes
no
unknown
3
jun
207
1
-1
0
unknown
0no
59
management
married
unknown
no
3,534
no
no
cellular
21
nov
216
4
-1
0
unknown
0no
29
blue-collar
married
primary
no
200
yes
no
unknown
30
may
322
2
-1
0
unknown
0no
33
technician
married
secondary
no
4,790
yes
no
cellular
20
apr
137
1
272
2
failure
0no
44
blue-collar
married
primary
no
-237
yes
no
telephone
10
jul
73
1
-1
0
unknown
0no
43
blue-collar
married
secondary
no
1,335
yes
no
unknown
6
may
371
2
-1
0
unknown
0no
42
management
married
tertiary
no
603
yes
no
cellular
5
nov
298
5
-1
0
unknown
0no
32
management
single
tertiary
no
577
no
no
cellular
7
aug
101
2
-1
0
unknown
0no
43
management
married
tertiary
no
0
yes
no
cellular
17
nov
110
1
-1
0
unknown
0no
39
admin.
single
secondary
no
163
yes
no
cellular
30
jan
107
2
-1
0
unknown
0no
23
blue-collar
married
primary
no
1,158
yes
no
cellular
16
apr
743
1
-1
0
unknown
0no
43
services
married
secondary
no
642
no
no
cellular
31
jul
644
2
-1
0
unknown
0no
46
admin.
married
secondary
no
466
yes
no
cellular
29
jan
169
1
-1
0
unknown
0no
31
technician
married
secondary
no
119
yes
no
cellular
4
feb
380
1
-1
0
unknown
0no
38
management
married
tertiary
no
3,436
no
no
cellular
21
nov
663
4
-1
0
unknown
1yes
53
blue-collar
married
primary
no
238
yes
no
cellular
11
may
238
2
361
5
failure
0no
37
blue-collar
married
primary
no
378
yes
no
unknown
9
may
514
1
-1
0
unknown
0no
49
entrepreneur
divorced
secondary
no
32
no
no
cellular
5
feb
128
1
-1
0
unknown
0no
31
unemployed
single
secondary
no
315
no
no
cellular
30
jan
130
1
2
1
other
0no
45
management
married
tertiary
no
6,945
no
no
cellular
5
aug
131
5
356
3
failure
0no
58
admin.
married
secondary
no
3,496
yes
no
unknown
2
jun
111
4
-1
0
unknown
0no
35
blue-collar
single
secondary
no
0
yes
no
cellular
16
apr
169
1
-1
0
unknown
0no
32
technician
single
secondary
no
309
yes
yes
cellular
16
apr
346
1
234
3
failure
0no
28
technician
single
tertiary
no
0
yes
no
unknown
4
jun
205
6
-1
0
unknown
0no
26
technician
single
secondary
no
668
yes
no
unknown
28
may
576
3
-1
0
unknown
1yes
48
management
married
tertiary
no
1,175
yes
no
telephone
18
nov
1,476
3
-1
0
unknown
0no
30
blue-collar
single
secondary
no
363
no
no
cellular
28
jul
171
3
-1
0
unknown
0no
31
entrepreneur
single
tertiary
no
38
no
no
cellular
20
nov
185
2
-1
0
unknown
0no
31
management
married
tertiary
no
1,183
yes
no
unknown
27
may
676
6
-1
0
unknown
0no
45
blue-collar
divorced
primary
no
942
no
no
cellular
21
nov
362
1
-1
0
unknown
0no