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
45
admin.
married
secondary
no
644
no
yes
telephone
22
jul
92
1
-1
0
unknown
0no
43
management
married
secondary
no
-26
yes
no
unknown
16
may
343
1
-1
0
unknown
0no
27
services
single
secondary
no
3,354
yes
no
cellular
14
may
493
5
-1
0
unknown
0no
33
management
single
tertiary
no
23
no
no
cellular
20
aug
216
3
-1
0
unknown
0no
37
admin.
married
secondary
no
7
yes
no
cellular
27
may
224
7
105
1
other
0no
60
admin.
married
secondary
no
3,735
no
no
cellular
22
dec
190
1
188
9
success
1yes
51
self-employed
married
unknown
no
2,094
no
no
cellular
8
jun
458
6
-1
0
unknown
1yes
44
blue-collar
married
secondary
no
508
yes
no
cellular
20
apr
222
1
154
1
failure
0no
48
management
married
unknown
no
0
yes
no
cellular
8
may
612
1
344
1
other
0no
57
blue-collar
married
primary
no
93
yes
no
telephone
17
apr
137
1
-1
0
unknown
0no
29
technician
single
tertiary
no
0
yes
no
unknown
7
may
104
2
-1
0
unknown
0no
50
services
married
secondary
no
26,394
no
no
cellular
25
aug
206
4
-1
0
unknown
0no
36
services
married
secondary
no
-11
yes
no
cellular
30
jul
172
28
-1
0
unknown
0no
49
technician
married
tertiary
no
523
yes
no
cellular
3
mar
152
2
-1
0
unknown
1yes
49
technician
married
secondary
yes
-74
yes
no
cellular
19
nov
114
1
-1
0
unknown
0no
35
management
married
tertiary
no
0
no
no
cellular
11
jul
89
1
-1
0
unknown
0no
39
technician
single
secondary
no
122
yes
no
unknown
2
jun
158
1
-1
0
unknown
0no
34
blue-collar
married
primary
no
351
no
yes
cellular
14
jul
326
11
-1
0
unknown
0no
57
self-employed
married
secondary
no
35
no
yes
unknown
26
jun
215
3
-1
0
unknown
0no
37
technician
divorced
secondary
no
2,610
yes
no
cellular
13
may
53
1
-1
0
unknown
0no
25
services
single
secondary
no
64
no
no
cellular
21
jul
71
11
-1
0
unknown
0no
43
blue-collar
married
primary
no
60
no
no
cellular
8
may
487
2
367
2
other
0no
37
blue-collar
married
secondary
no
342
yes
no
cellular
12
may
340
2
175
1
failure
0no
36
blue-collar
single
tertiary
no
1,830
no
no
cellular
14
oct
183
1
91
11
failure
0no
49
management
divorced
tertiary
no
1,904
no
yes
cellular
17
nov
131
2
-1
0
unknown
0no
38
management
single
tertiary
no
16,957
yes
no
telephone
29
jan
208
1
247
2
failure
0no
39
management
divorced
tertiary
no
26
no
no
unknown
18
jun
311
5
-1
0
unknown
0no
40
management
married
tertiary
no
0
no
no
cellular
10
nov
147
1
96
8
success
1yes
34
admin.
married
secondary
no
79
yes
no
unknown
23
may
83
1
-1
0
unknown
0no
39
blue-collar
married
primary
no
2,303
yes
no
unknown
17
jun
775
3
-1
0
unknown
1yes
53
blue-collar
married
secondary
no
65
no
no
cellular
28
aug
25
18
-1
0
unknown
0no
44
management
married
tertiary
no
332
yes
no
cellular
23
jul
497
5
-1
0
unknown
0no
32
technician
divorced
secondary
no
-399
yes
no
unknown
2
jun
180
1
-1
0
unknown
0no
50
technician
divorced
secondary
no
-54
yes
yes
cellular
13
may
698
2
292
1
failure
1yes
29
services
married
primary
no
-102
no
no
unknown
4
jul
134
1
-1
0
unknown
0no
55
unemployed
married
tertiary
no
4,809
yes
no
cellular
21
nov
223
2
186
3
other
0no
73
retired
married
primary
no
279
no
no
cellular
28
jan
399
3
-1
0
unknown
1yes
52
technician
married
secondary
no
11
yes
no
unknown
13
may
420
1
-1
0
unknown
0no
49
services
married
secondary
no
2,201
yes
no
unknown
15
may
233
3
-1
0
unknown
0no
63
retired
married
primary
no
8,044
no
no
cellular
12
nov
702
1
-1
0
unknown
0no
34
admin.
married
secondary
no
2,374
yes
no
cellular
9
nov
161
1
209
2
failure
1yes
32
admin.
single
secondary
no
92
yes
no
cellular
18
may
110
1
315
2
failure
0no
49
housemaid
married
tertiary
no
443
no
no
cellular
8
aug
27
6
-1
0
unknown
0no
40
blue-collar
married
primary
no
1,397
yes
no
telephone
12
may
58
2
334
1
failure
0no
53
entrepreneur
married
unknown
no
7
no
no
cellular
20
nov
68
1
-1
0
unknown
0no
53
technician
married
tertiary
no
3,177
no
no
cellular
8
aug
92
2
-1
0
unknown
0no
43
blue-collar
married
primary
no
232
no
yes
cellular
15
may
45
1
-1
0
unknown
0no
35
management
single
secondary
no
81
yes
no
cellular
29
jan
79
1
-1
0
unknown
0no
35
services
single
secondary
no
414
yes
no
cellular
20
apr
11
5
319
2
other
0no
25
student
single
tertiary
no
1,433
yes
no
cellular
15
may
520
1
-1
0
unknown
0no
31
technician
single
unknown
no
187
no
no
cellular
17
jul
86
1
-1
0
unknown
0no
48
management
married
tertiary
no
0
no
no
cellular
28
aug
16
16
-1
0
unknown
0no
40
housemaid
married
secondary
no
4,610
no
no
cellular
14
aug
154
2
-1
0
unknown
0no
46
blue-collar
married
primary
no
1,429
yes
no
unknown
14
may
91
1
-1
0
unknown
0no
30
services
single
secondary
no
334
no
no
cellular
29
jan
389
2
-1
0
unknown
0no
47
services
married
secondary
no
2
no
yes
cellular
21
jul
71
15
-1
0
unknown
0no
23
services
single
secondary
no
500
yes
no
unknown
4
jun
111
3
-1
0
unknown
0no
29
technician
married
tertiary
no
43
yes
no
unknown
20
may
68
2
-1
0
unknown
0no
38
technician
married
secondary
no
4,030
yes
no
cellular
19
nov
75
2
177
5
failure
0no
56
housemaid
married
primary
no
306
no
yes
cellular
8
jul
212
1
-1
0
unknown
0no
52
admin.
married
secondary
no
0
no
no
cellular
22
apr
91
2
275
1
failure
0no
55
retired
married
secondary
no
168
no
no
cellular
19
aug
79
2
-1
0
unknown
0no
43
entrepreneur
married
tertiary
no
210
no
no
cellular
29
jul
646
2
-1
0
unknown
0no
34
blue-collar
married
secondary
no
518
yes
no
cellular
11
may
206
1
-1
0
unknown
0no
43
management
single
tertiary
no
1,696
yes
no
cellular
26
aug
257
1
474
3
failure
1yes
55
services
married
secondary
no
-31
no
yes
cellular
13
aug
81
2
-1
0
unknown
0no
34
blue-collar
married
secondary
no
856
yes
no
cellular
20
apr
470
1
150
5
other
0no
34
management
single
tertiary
no
318
yes
no
unknown
9
may
133
2
-1
0
unknown
0no
43
self-employed
married
tertiary
no
64
no
no
unknown
6
jun
230
2
-1
0
unknown
0no
39
blue-collar
married
primary
no
800
yes
no
cellular
19
nov
76
6
-1
0
unknown
0no
39
technician
single
unknown
no
75
no
no
unknown
6
jun
26
1
-1
0
unknown
0no
34
technician
single
secondary
no
347
yes
no
cellular
6
feb
154
2
197
6
failure
0no
55
management
married
tertiary
no
2,366
yes
yes
cellular
30
jul
94
4
-1
0
unknown
0no
67
retired
married
tertiary
no
701
no
no
cellular
6
aug
254
2
-1
0
unknown
1yes
34
entrepreneur
married
tertiary
no
475
yes
yes
cellular
9
jul
1,156
1
-1
0
unknown
0no
47
blue-collar
married
secondary
no
3,285
no
no
cellular
31
jul
248
5
-1
0
unknown
0no
33
blue-collar
married
primary
no
925
no
no
cellular
20
nov
884
3
-1
0
unknown
0no
45
entrepreneur
married
secondary
no
128
no
yes
cellular
18
nov
275
2
-1
0
unknown
0no
36
blue-collar
married
secondary
no
1,587
yes
no
cellular
28
jul
200
2
-1
0
unknown
0no
59
technician
divorced
secondary
no
879
yes
no
unknown
26
may
228
1
-1
0
unknown
0no
33
services
married
secondary
no
478
no
no
cellular
30
apr
475
2
-1
0
unknown
1yes
52
technician
divorced
secondary
no
280
no
no
cellular
14
jul
393
5
-1
0
unknown
0no
53
blue-collar
married
primary
no
1,868
no
no
cellular
8
aug
156
4
-1
0
unknown
0no
41
unemployed
married
primary
no
819
no
no
cellular
9
feb
244
3
-1
0
unknown
0no
45
blue-collar
married
secondary
no
4,646
yes
no
unknown
13
may
118
1
-1
0
unknown
0no
60
self-employed
single
secondary
no
27
no
no
cellular
22
aug
40
2
-1
0
unknown
0no
32
blue-collar
married
secondary
no
736
yes
no
unknown
23
may
700
3
-1
0
unknown
0no
28
management
single
tertiary
no
224
yes
no
cellular
2
feb
97
3
-1
0
unknown
0no
31
technician
single
secondary
no
2,544
no
no
cellular
15
jul
252
1
184
3
success
1yes
53
blue-collar
married
secondary
no
427
no
yes
cellular
14
aug
360
4
-1
0
unknown
0no
58
management
married
tertiary
no
2,764
no
no
cellular
17
nov
235
1
-1
0
unknown
0no
38
blue-collar
married
secondary
no
376
yes
no
unknown
7
may
1,521
1
-1
0
unknown
0no
46
management
married
tertiary
no
523
yes
no
cellular
6
may
105
4
366
2
failure
0no
53
entrepreneur
married
tertiary
no
71
no
yes
cellular
29
jan
86
1
-1
0
unknown
0no
56
retired
married
secondary
no
3,948
no
no
cellular
3
apr
484
1
135
3
failure
0no
52
services
single
secondary
no
1,810
no
no
telephone
19
nov
117
1
-1
0
unknown
0no
38
technician
married
secondary
no
994
no
no
unknown
9
jun
119
1
-1
0
unknown
0no
37
services
married
primary
no
52
yes
no
unknown
7
may
359
1
-1
0
unknown
0no
37
blue-collar
married
primary
no
11
no
no
telephone
30
jul
109
8
-1
0
unknown
0no
37
technician
married
secondary
yes
0
no
no
unknown
18
jun
236
1
-1
0
unknown
0no