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
34
technician
single
tertiary
no
992
yes
no
cellular
4
may
301
1
88
2
success
0no
48
technician
married
secondary
no
1,526
no
no
cellular
6
aug
273
2
-1
0
unknown
0no
35
technician
single
tertiary
no
2,658
yes
no
cellular
19
aug
768
2
141
3
failure
1yes
39
management
divorced
tertiary
no
1,315
yes
no
cellular
19
nov
1,337
4
126
1
failure
0no
29
blue-collar
single
tertiary
no
455
no
no
telephone
21
apr
403
1
-1
0
unknown
1yes
45
technician
single
tertiary
no
0
yes
no
cellular
18
nov
139
2
-1
0
unknown
0no
42
technician
married
secondary
no
2,030
yes
yes
cellular
9
jul
196
1
-1
0
unknown
0no
29
technician
married
secondary
no
1,599
yes
no
cellular
8
jul
115
1
61
1
failure
0no
38
services
single
secondary
no
-196
yes
no
cellular
2
feb
60
1
271
1
failure
0no
56
retired
married
secondary
no
1,333
no
no
cellular
28
aug
17
14
-1
0
unknown
0no
36
technician
single
secondary
no
9,149
yes
no
cellular
13
aug
141
3
-1
0
unknown
0no
25
blue-collar
single
secondary
no
-350
yes
no
unknown
23
jun
95
3
-1
0
unknown
0no
38
technician
married
tertiary
no
432
yes
no
cellular
15
may
10
2
373
1
other
0no
57
self-employed
married
secondary
no
11,494
no
no
cellular
19
nov
198
1
-1
0
unknown
0no
31
management
married
tertiary
yes
-253
no
no
cellular
12
aug
220
4
-1
0
unknown
0no
42
management
married
tertiary
no
372
yes
no
cellular
3
aug
654
2
-1
0
unknown
1yes
45
technician
married
secondary
no
1,410
no
no
cellular
11
aug
71
2
-1
0
unknown
0no
30
blue-collar
married
secondary
no
975
yes
no
cellular
13
may
256
2
351
2
failure
0no
49
blue-collar
married
primary
no
305
yes
yes
telephone
10
jul
834
10
-1
0
unknown
0no
49
services
married
secondary
no
400
no
no
cellular
21
aug
151
3
-1
0
unknown
0no
53
retired
married
tertiary
no
-22
yes
no
cellular
31
jul
20
3
-1
0
unknown
0no
37
technician
married
secondary
no
4,030
yes
no
unknown
26
may
178
5
-1
0
unknown
0no
49
blue-collar
married
primary
no
365
no
no
unknown
26
may
59
2
-1
0
unknown
0no
41
self-employed
married
primary
no
204
no
no
cellular
13
aug
111
7
-1
0
unknown
0no
54
management
married
primary
no
1,691
yes
no
cellular
20
nov
186
1
-1
0
unknown
0no
32
services
single
secondary
no
406
yes
no
unknown
6
may
227
1
-1
0
unknown
0no
33
technician
married
secondary
no
-204
no
no
cellular
15
may
297
3
-1
0
unknown
0no
33
technician
married
secondary
no
359
yes
no
cellular
20
apr
210
1
242
1
other
0no
36
blue-collar
married
primary
no
123
yes
no
cellular
18
may
9
1
-1
0
unknown
0no
35
technician
married
tertiary
no
0
yes
yes
cellular
23
sep
112
1
62
6
other
0no
52
unknown
married
secondary
no
142
no
no
cellular
25
aug
112
6
-1
0
unknown
0no
40
entrepreneur
married
tertiary
no
3,571
no
no
unknown
9
jun
222
3
-1
0
unknown
0no
44
technician
single
secondary
no
33
yes
no
cellular
13
may
195
3
351
10
failure
0no
45
blue-collar
single
secondary
no
0
yes
no
cellular
26
jul
768
2
91
5
success
0no
30
student
single
secondary
no
3,096
no
no
cellular
26
jan
123
1
-1
0
unknown
0no
48
technician
divorced
secondary
yes
20
no
no
cellular
27
aug
145
3
-1
0
unknown
0no
33
blue-collar
married
secondary
no
3,576
yes
no
cellular
2
apr
124
1
308
2
other
0no
57
technician
married
unknown
no
206
yes
no
unknown
5
may
216
3
-1
0
unknown
0no
57
housemaid
married
primary
no
7,082
no
no
unknown
6
jun
69
3
-1
0
unknown
0no
51
unemployed
married
tertiary
no
1,634
yes
no
cellular
22
jul
168
4
-1
0
unknown
0no
34
admin.
single
secondary
no
1
yes
no
cellular
22
jul
483
7
-1
0
unknown
0no
50
self-employed
married
tertiary
no
4,012
no
no
cellular
19
nov
690
3
-1
0
unknown
0no
44
management
married
tertiary
no
3,762
no
no
cellular
28
aug
125
12
-1
0
unknown
0no
27
admin.
married
secondary
no
-247
yes
yes
unknown
4
jun
344
2
-1
0
unknown
0no
50
blue-collar
married
secondary
no
606
yes
no
unknown
14
may
673
2
-1
0
unknown
0no
36
management
married
tertiary
no
0
yes
no
cellular
28
jan
60
1
250
1
other
0no
42
management
married
secondary
no
-189
yes
no
unknown
12
may
247
2
-1
0
unknown
0no
32
unemployed
single
secondary
no
0
no
no
cellular
27
may
123
2
-1
0
unknown
0no
42
management
married
tertiary
no
484
yes
no
cellular
11
jul
144
2
-1
0
unknown
0no
43
technician
married
secondary
no
0
no
yes
cellular
8
may
9
2
172
5
failure
0no
31
management
married
tertiary
no
395
yes
no
cellular
9
feb
155
3
-1
0
unknown
0no
32
management
married
tertiary
no
2,349
no
no
cellular
14
aug
134
5
-1
0
unknown
0no
55
blue-collar
divorced
primary
no
410
no
yes
cellular
11
jul
221
2
-1
0
unknown
0no
58
retired
married
primary
no
3,401
yes
no
cellular
3
feb
84
3
265
2
failure
0no
46
blue-collar
married
primary
no
222
no
no
cellular
8
aug
71
2
-1
0
unknown
0no
55
blue-collar
married
secondary
no
989
yes
yes
unknown
23
may
246
4
-1
0
unknown
0no
34
management
married
tertiary
no
415
no
yes
cellular
23
jul
361
2
-1
0
unknown
0no
28
unemployed
single
secondary
no
16
no
no
cellular
12
aug
119
4
-1
0
unknown
0no
42
technician
divorced
tertiary
no
7,190
yes
no
cellular
29
jul
375
2
-1
0
unknown
0no
29
blue-collar
single
secondary
no
482
no
yes
cellular
10
jul
1,097
3
-1
0
unknown
1yes
54
housemaid
married
secondary
no
209
yes
yes
cellular
25
jul
97
1
-1
0
unknown
0no
32
technician
single
secondary
no
0
no
no
cellular
26
aug
181
2
-1
0
unknown
0no
39
technician
single
tertiary
no
5,803
no
no
cellular
2
feb
83
3
-1
0
unknown
0no
53
entrepreneur
married
tertiary
no
624
no
yes
cellular
21
jul
180
4
-1
0
unknown
0no
58
technician
married
tertiary
no
883
no
no
cellular
18
aug
543
1
78
2
failure
0no
40
self-employed
married
secondary
no
1,516
yes
yes
unknown
23
may
373
1
-1
0
unknown
0no
29
student
single
secondary
no
872
yes
no
unknown
7
may
230
1
-1
0
unknown
0no
33
technician
married
tertiary
no
-988
yes
yes
cellular
15
jul
83
3
-1
0
unknown
0no
38
admin.
single
secondary
no
902
yes
no
telephone
31
jul
58
13
-1
0
unknown
0no
56
services
divorced
secondary
no
1,007
no
no
cellular
29
jul
88
6
-1
0
unknown
0no
40
services
married
secondary
no
0
yes
no
cellular
2
jun
297
1
28
3
failure
0no
24
blue-collar
single
secondary
no
174
yes
yes
cellular
18
may
487
1
-1
0
unknown
1yes
46
management
married
secondary
no
12,186
no
no
unknown
20
jun
29
3
-1
0
unknown
0no
35
self-employed
married
secondary
no
524
yes
no
cellular
21
nov
484
4
-1
0
unknown
0no
35
blue-collar
single
tertiary
no
0
yes
no
cellular
21
jul
262
4
-1
0
unknown
0no
34
technician
married
secondary
no
4
yes
no
unknown
15
may
644
1
-1
0
unknown
0no
35
housemaid
married
tertiary
no
11,219
no
no
cellular
12
aug
699
2
79
1
failure
0no
38
technician
single
tertiary
no
0
no
no
cellular
28
aug
247
2
-1
0
unknown
0no
50
blue-collar
married
primary
no
5,776
no
no
cellular
18
nov
49
3
-1
0
unknown
0no
51
blue-collar
divorced
primary
no
37
yes
no
cellular
13
may
341
1
-1
0
unknown
0no
59
self-employed
married
tertiary
no
593
no
no
unknown
13
may
64
2
-1
0
unknown
0no
32
blue-collar
married
secondary
no
1,148
yes
no
cellular
20
apr
121
1
-1
0
unknown
0no
37
blue-collar
single
secondary
no
3,561
yes
no
unknown
2
jun
98
1
-1
0
unknown
0no
42
admin.
divorced
secondary
no
63
no
no
unknown
16
may
88
6
-1
0
unknown
0no
40
student
married
secondary
no
260
no
no
unknown
20
jun
197
6
-1
0
unknown
0no
28
technician
single
tertiary
no
2,269
yes
no
unknown
9
may
331
1
-1
0
unknown
0no
47
admin.
married
secondary
no
1,060
yes
no
unknown
6
jun
83
3
-1
0
unknown
0no
27
self-employed
married
secondary
no
-220
yes
no
unknown
26
may
138
2
-1
0
unknown
0no
41
management
married
tertiary
no
49
yes
no
cellular
17
jul
312
5
-1
0
unknown
0no
34
admin.
married
tertiary
no
69
no
yes
cellular
4
aug
120
3
1
6
success
1yes
50
blue-collar
married
primary
no
4,108
yes
no
cellular
7
aug
526
2
-1
0
unknown
1yes
47
blue-collar
married
secondary
no
480
yes
no
unknown
28
may
211
2
-1
0
unknown
0no
53
services
married
secondary
no
4,994
no
no
cellular
18
aug
62
6
-1
0
unknown
0no
53
technician
divorced
secondary
no
0
yes
yes
cellular
15
jul
135
5
-1
0
unknown
0no
47
management
married
tertiary
no
3,681
no
no
cellular
14
aug
101
2
-1
0
unknown
0no
49
entrepreneur
divorced
unknown
yes
-701
yes
no
cellular
30
jul
988
2
-1
0
unknown
1yes
29
management
married
tertiary
no
451
no
no
cellular
28
jan
451
1
-1
0
unknown
0no
45
blue-collar
divorced
primary
no
-311
yes
no
unknown
23
may
1,030
1
-1
0
unknown
1yes
38
entrepreneur
married
secondary
no
593
yes
yes
cellular
24
jul
1,484
24
-1
0
unknown
1yes
32
blue-collar
married
secondary
no
759
yes
no
cellular
9
apr
317
5
-1
0
unknown
1yes