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
32
services
married
tertiary
no
4,908
no
yes
cellular
13
may
491
2
-1
0
unknown
0no
32
unemployed
single
tertiary
no
336
yes
no
unknown
8
may
139
1
-1
0
unknown
0no
32
management
single
tertiary
no
131
no
no
unknown
3
jun
267
3
-1
0
unknown
0no
43
management
married
tertiary
no
348
no
yes
cellular
15
jul
88
3
-1
0
unknown
0no
25
self-employed
single
tertiary
no
453
yes
no
cellular
17
jul
134
1
-1
0
unknown
0no
55
admin.
married
secondary
no
1,102
yes
no
unknown
15
may
126
2
-1
0
unknown
0no
24
admin.
single
secondary
no
926
yes
yes
cellular
15
may
191
1
-1
0
unknown
0no
40
management
divorced
tertiary
no
502
yes
no
cellular
3
feb
267
4
270
3
other
0no
38
management
single
tertiary
no
8,669
yes
no
telephone
20
apr
5
3
150
6
failure
0no
48
blue-collar
single
primary
no
316
no
no
unknown
5
jun
560
2
-1
0
unknown
0no
36
management
married
tertiary
no
9,324
yes
no
cellular
30
mar
138
8
-1
0
unknown
0no
57
management
married
tertiary
no
0
no
no
cellular
19
aug
188
4
-1
0
unknown
0no
45
admin.
married
secondary
no
72
yes
yes
cellular
15
may
262
2
352
2
failure
0no
33
self-employed
single
tertiary
no
61
no
no
cellular
19
aug
836
3
-1
0
unknown
1yes
38
technician
single
secondary
no
173
no
no
cellular
29
aug
150
4
-1
0
unknown
0no
26
services
single
secondary
yes
-162
yes
no
cellular
15
may
44
2
-1
0
unknown
0no
30
management
single
tertiary
no
47
no
yes
cellular
31
jul
11
17
-1
0
unknown
0no
55
services
divorced
tertiary
no
1,983
yes
no
telephone
19
nov
123
1
-1
0
unknown
0no
34
blue-collar
married
secondary
no
326
yes
yes
unknown
15
may
150
2
-1
0
unknown
0no
60
admin.
married
secondary
no
2,552
no
yes
cellular
30
jan
255
2
2
4
other
0no
36
management
single
tertiary
no
1,283
no
no
cellular
18
aug
92
5
-1
0
unknown
0no
65
housemaid
married
primary
no
2,179
yes
no
cellular
4
sep
112
7
-1
0
unknown
0no
39
self-employed
married
tertiary
no
1,047
no
no
unknown
6
jun
554
1
-1
0
unknown
1yes
52
blue-collar
married
primary
no
36
no
no
cellular
13
aug
109
2
-1
0
unknown
0no
55
technician
married
secondary
yes
-308
no
no
cellular
2
feb
781
1
-1
0
unknown
1yes
26
management
single
tertiary
no
1,177
no
no
cellular
19
oct
116
1
-1
0
unknown
0no
40
self-employed
married
primary
no
2,077
yes
no
cellular
13
may
363
1
173
24
other
0no
52
entrepreneur
married
secondary
no
0
no
no
cellular
7
aug
82
2
-1
0
unknown
0no
29
self-employed
married
tertiary
no
1
no
no
cellular
18
jul
167
3
-1
0
unknown
0no
41
blue-collar
married
primary
no
7,735
yes
no
cellular
20
nov
220
1
190
1
failure
0no
30
technician
single
tertiary
no
1,922
yes
no
cellular
18
may
546
1
-1
0
unknown
0no
28
student
single
secondary
no
153
no
no
cellular
23
jul
1,124
2
-1
0
unknown
1yes
26
blue-collar
married
secondary
no
2,770
yes
no
unknown
8
may
141
1
-1
0
unknown
0no
58
management
married
secondary
no
139
no
no
cellular
27
may
188
1
161
2
other
0no
29
management
single
tertiary
no
21
yes
no
cellular
14
may
107
4
371
3
failure
0no
48
technician
married
secondary
no
178
yes
no
unknown
17
jun
320
4
-1
0
unknown
0no
35
blue-collar
married
secondary
no
444
yes
no
cellular
15
apr
244
3
-1
0
unknown
0no
26
services
single
secondary
no
209
yes
no
cellular
22
jul
319
2
-1
0
unknown
0no
49
blue-collar
married
unknown
no
3,096
no
no
unknown
16
jun
147
2
-1
0
unknown
0no
34
admin.
married
secondary
no
5,320
no
no
cellular
3
mar
114
6
467
5
other
0no
32
services
married
secondary
no
4,885
yes
yes
cellular
18
nov
400
2
-1
0
unknown
0no
31
admin.
married
secondary
no
0
yes
yes
cellular
18
nov
79
3
-1
0
unknown
0no
48
unemployed
married
primary
no
5,462
no
no
unknown
6
jun
29
4
-1
0
unknown
0no
40
blue-collar
married
secondary
no
6,767
yes
no
cellular
20
nov
97
2
-1
0
unknown
0no
42
technician
divorced
secondary
no
2,974
yes
no
unknown
21
may
187
5
-1
0
unknown
0no
48
technician
married
secondary
no
427
no
no
unknown
14
may
201
1
-1
0
unknown
0no
38
services
married
secondary
no
8,876
no
no
cellular
2
feb
280
1
75
1
failure
0no
53
management
married
tertiary
no
146
no
no
unknown
30
may
150
1
-1
0
unknown
0no
59
retired
divorced
secondary
no
319
no
no
cellular
24
jul
129
1
-1
0
unknown
0no
28
unemployed
single
secondary
no
304
no
no
cellular
14
jun
516
1
-1
0
unknown
0no
41
blue-collar
married
primary
no
389
yes
no
unknown
16
jun
127
2
-1
0
unknown
0no
50
management
single
primary
no
766
no
no
unknown
17
jun
174
2
-1
0
unknown
0no
31
admin.
married
secondary
no
0
yes
no
cellular
29
jul
82
5
-1
0
unknown
0no
30
technician
single
secondary
no
3,107
yes
no
unknown
3
jun
1,516
2
-1
0
unknown
0no
59
admin.
divorced
secondary
no
174
yes
no
unknown
16
may
204
1
-1
0
unknown
0no
33
technician
divorced
secondary
yes
-305
no
yes
unknown
9
may
109
1
-1
0
unknown
0no
35
self-employed
married
secondary
no
670
no
no
cellular
9
jul
378
1
-1
0
unknown
0no
30
management
single
tertiary
no
6,164
yes
no
unknown
27
may
152
11
-1
0
unknown
0no
71
retired
married
secondary
no
2,850
no
no
cellular
17
feb
185
1
-1
0
unknown
1yes
30
services
single
primary
no
79
yes
no
cellular
15
may
317
1
-1
0
unknown
0no
24
services
married
secondary
yes
110
yes
no
unknown
23
may
27
1
-1
0
unknown
0no
34
technician
single
secondary
no
5,039
no
no
cellular
20
nov
205
6
-1
0
unknown
0no
34
blue-collar
married
secondary
no
360
yes
no
telephone
19
nov
46
1
182
2
failure
0no
52
admin.
married
secondary
no
199
no
no
cellular
28
jan
978
2
189
1
other
0no
33
self-employed
single
secondary
no
238
yes
yes
cellular
5
feb
45
5
-1
0
unknown
0no
38
blue-collar
married
secondary
no
5,092
yes
no
unknown
17
jun
145
6
-1
0
unknown
0no
41
admin.
divorced
secondary
no
1,088
yes
no
cellular
28
jan
138
1
-1
0
unknown
0no
42
management
divorced
tertiary
no
221
yes
no
unknown
7
may
720
2
-1
0
unknown
0no
38
blue-collar
divorced
secondary
no
889
no
yes
unknown
18
jun
362
1
-1
0
unknown
0no
48
blue-collar
married
primary
no
750
yes
no
cellular
18
may
90
6
-1
0
unknown
0no
34
technician
single
secondary
no
0
yes
yes
unknown
16
may
214
1
-1
0
unknown
0no
46
blue-collar
married
primary
no
1,291
yes
no
cellular
14
may
142
3
259
17
failure
0no
33
technician
married
secondary
no
1,844
yes
no
unknown
29
may
241
3
-1
0
unknown
0no
40
management
married
tertiary
no
89
yes
yes
telephone
9
feb
148
6
-1
0
unknown
0no
36
admin.
married
secondary
no
4,280
no
no
unknown
19
jun
227
6
-1
0
unknown
0no
32
technician
single
secondary
no
0
no
no
cellular
21
aug
126
2
-1
0
unknown
0no
33
blue-collar
married
secondary
no
625
yes
no
unknown
28
may
410
1
-1
0
unknown
0no
55
technician
married
unknown
no
574
yes
no
cellular
29
jan
243
2
-1
0
unknown
0no
58
management
married
primary
no
320
yes
no
unknown
30
may
171
2
-1
0
unknown
0no
25
technician
single
tertiary
no
468
yes
no
unknown
15
may
147
1
-1
0
unknown
0no
47
services
married
secondary
no
440
yes
no
unknown
12
jun
91
1
-1
0
unknown
0no
40
unemployed
married
secondary
no
0
yes
no
cellular
19
nov
332
1
183
1
failure
0no
59
retired
married
secondary
no
5,706
yes
no
cellular
25
jul
471
2
-1
0
unknown
0no
40
management
married
tertiary
no
7,780
no
no
telephone
4
may
364
1
355
1
other
0no
30
management
married
secondary
no
-559
yes
yes
cellular
7
may
98
1
167
2
failure
0no
25
entrepreneur
single
tertiary
no
16,874
yes
yes
cellular
15
may
117
2
-1
0
unknown
0no
58
retired
married
primary
no
1,987
no
no
telephone
14
jul
185
4
-1
0
unknown
0no
39
entrepreneur
married
unknown
no
98
yes
no
telephone
15
may
59
3
367
1
other
0no
40
self-employed
married
tertiary
no
642
no
no
cellular
18
nov
147
3
-1
0
unknown
0no
38
blue-collar
married
secondary
no
526
yes
yes
unknown
23
may
553
2
-1
0
unknown
0no
66
management
single
tertiary
no
6,483
no
no
cellular
13
aug
275
1
-1
0
unknown
0no
47
management
married
tertiary
no
2,306
no
no
telephone
6
aug
239
4
-1
0
unknown
1yes
37
blue-collar
married
secondary
no
954
yes
no
unknown
2
jun
402
9
-1
0
unknown
0no
36
management
single
tertiary
no
-679
yes
yes
cellular
7
may
172
1
93
1
failure
0no
50
blue-collar
married
primary
no
-1
no
no
cellular
19
aug
195
2
-1
0
unknown
0no
76
retired
married
primary
no
2,590
no
no
telephone
9
feb
68
12
-1
0
unknown
0no
58
management
single
tertiary
no
331
no
yes
cellular
28
jul
82
3
-1
0
unknown
0no
42
admin.
married
secondary
no
4,209
yes
no
unknown
5
jun
57
6
-1
0
unknown
0no
58
services
divorced
secondary
no
462
no
no
cellular
13
nov
495
1
93
1
success
1yes
28
self-employed
single
tertiary
no
0
yes
no
cellular
21
jul
479
1
-1
0
unknown
0no