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
58
retired
divorced
tertiary
no
264
yes
yes
cellular
8
jul
523
3
-1
0
unknown
0no
52
entrepreneur
married
tertiary
no
54
yes
yes
telephone
18
nov
103
1
-1
0
unknown
0no
50
blue-collar
married
primary
no
12,519
yes
no
cellular
17
apr
146
2
147
4
success
0no
32
services
single
secondary
no
2,881
no
no
cellular
2
jul
356
1
-1
0
unknown
1yes
42
blue-collar
married
primary
no
0
yes
no
cellular
17
jul
71
1
-1
0
unknown
0no
31
admin.
married
secondary
no
88
yes
yes
cellular
8
aug
189
2
-1
0
unknown
0no
28
blue-collar
married
secondary
no
1,020
yes
no
unknown
28
may
251
1
-1
0
unknown
0no
36
technician
divorced
tertiary
no
119
no
no
cellular
23
jul
127
8
-1
0
unknown
0no
51
unemployed
single
tertiary
no
1,594
no
no
telephone
4
feb
197
1
-1
0
unknown
0no
46
technician
married
tertiary
no
342
yes
yes
cellular
5
may
84
1
-1
0
unknown
0no
50
services
single
secondary
no
72
no
no
unknown
8
may
141
2
-1
0
unknown
0no
32
blue-collar
married
secondary
no
14
yes
no
unknown
2
jun
171
1
-1
0
unknown
0no
26
entrepreneur
single
tertiary
no
81
no
no
cellular
21
jul
262
3
-1
0
unknown
0no
41
self-employed
married
tertiary
no
231
no
no
cellular
7
aug
352
2
-1
0
unknown
1yes
39
technician
married
tertiary
no
1,161
yes
no
cellular
9
apr
236
1
336
1
failure
0no
31
blue-collar
married
secondary
no
-45
yes
no
unknown
2
jun
184
1
-1
0
unknown
0no
28
management
single
tertiary
no
231
yes
yes
cellular
25
jul
568
2
-1
0
unknown
0no
31
management
single
secondary
no
36
no
no
cellular
27
aug
105
2
-1
0
unknown
0no
30
technician
married
tertiary
no
1,570
yes
no
cellular
26
may
260
1
-1
0
unknown
0no
35
technician
married
tertiary
no
7,050
no
no
cellular
11
aug
222
3
182
4
success
1yes
33
blue-collar
married
primary
no
3,704
yes
no
unknown
6
jun
447
2
-1
0
unknown
0no
30
technician
single
tertiary
no
6,619
yes
no
cellular
21
aug
239
8
-1
0
unknown
0no
32
blue-collar
single
secondary
no
-84
yes
no
cellular
11
may
426
1
-1
0
unknown
0no
40
management
single
tertiary
no
1,509
no
no
cellular
12
may
333
1
58
3
failure
0no
31
self-employed
married
tertiary
no
1,134
no
no
cellular
6
feb
174
2
-1
0
unknown
0no
36
technician
married
secondary
no
146
yes
yes
unknown
15
may
284
2
-1
0
unknown
0no
33
management
single
tertiary
no
9,449
yes
no
cellular
8
may
428
1
-1
0
unknown
0no
57
retired
married
secondary
no
374
yes
yes
cellular
16
jul
236
1
-1
0
unknown
0no
45
technician
married
secondary
no
88
no
no
cellular
29
aug
150
2
-1
0
unknown
0no
59
management
married
tertiary
no
2,764
no
no
cellular
24
dec
237
1
206
2
failure
0no
30
management
single
tertiary
no
2
yes
yes
cellular
25
jul
1,031
8
-1
0
unknown
1yes
33
technician
married
tertiary
no
8,023
no
no
cellular
30
nov
107
1
105
3
failure
0no
52
blue-collar
married
secondary
no
289
yes
no
unknown
21
may
45
13
-1
0
unknown
0no
83
retired
married
secondary
no
0
no
no
cellular
18
mar
140
10
-1
0
unknown
0no
58
self-employed
divorced
tertiary
no
1,382
no
no
unknown
9
jun
700
1
-1
0
unknown
1yes
33
management
divorced
tertiary
yes
280
no
yes
cellular
18
nov
155
1
-1
0
unknown
0no
41
blue-collar
divorced
primary
no
2,195
yes
no
unknown
3
jun
211
5
-1
0
unknown
0no
31
self-employed
married
secondary
no
33
no
no
cellular
6
aug
165
4
-1
0
unknown
0no
35
blue-collar
divorced
secondary
no
275
no
yes
cellular
10
jul
144
5
-1
0
unknown
0no
27
management
single
tertiary
no
703
yes
no
unknown
5
jun
590
3
-1
0
unknown
1yes
57
admin.
divorced
unknown
no
887
no
no
unknown
20
jun
43
8
-1
0
unknown
0no
56
unknown
married
unknown
no
0
no
no
unknown
20
jun
471
2
-1
0
unknown
0no
53
admin.
single
secondary
no
1,178
yes
no
unknown
15
may
295
2
-1
0
unknown
0no
39
management
married
tertiary
no
2,763
yes
no
unknown
2
jun
526
2
-1
0
unknown
1yes
32
entrepreneur
single
tertiary
no
890
yes
yes
cellular
28
aug
27
10
-1
0
unknown
0no
46
self-employed
married
secondary
no
548
no
no
cellular
12
aug
1,181
4
-1
0
unknown
1yes
56
technician
married
tertiary
no
272
no
no
cellular
26
aug
103
2
-1
0
unknown
0no
46
management
divorced
tertiary
no
6,269
yes
no
telephone
18
nov
249
3
112
2
failure
0no
29
entrepreneur
married
secondary
no
178
yes
no
cellular
5
may
231
4
-1
0
unknown
0no
60
management
married
primary
no
252
yes
yes
cellular
13
apr
123
2
147
3
failure
0no
33
housemaid
single
tertiary
no
23,663
yes
no
cellular
16
apr
199
2
146
2
failure
0no
27
entrepreneur
single
tertiary
no
81
no
no
cellular
5
feb
197
1
199
3
failure
0no
50
self-employed
divorced
tertiary
no
59
yes
no
unknown
28
may
67
2
-1
0
unknown
0no
45
services
married
secondary
no
1,343
no
yes
cellular
8
jul
220
1
-1
0
unknown
0no
58
retired
married
secondary
no
225
no
no
cellular
7
aug
122
6
-1
0
unknown
0no
59
retired
married
primary
no
0
yes
no
unknown
26
may
104
7
-1
0
unknown
0no
58
retired
divorced
primary
no
2,538
yes
no
cellular
31
jul
307
6
-1
0
unknown
0no
64
retired
married
primary
no
43
no
no
cellular
11
mar
117
1
91
1
success
0no
47
technician
married
secondary
no
57
no
no
cellular
5
may
253
1
342
1
success
0no
40
management
married
tertiary
no
-117
yes
no
cellular
17
jul
770
2
-1
0
unknown
0no
36
technician
divorced
secondary
no
666
yes
yes
cellular
3
apr
190
1
133
1
other
0no
28
management
single
tertiary
no
0
yes
no
cellular
16
jul
767
5
-1
0
unknown
1yes
38
technician
single
tertiary
no
25
yes
no
cellular
1
jun
232
2
-1
0
unknown
1yes
53
entrepreneur
married
primary
no
1,034
yes
no
cellular
19
nov
854
2
170
3
other
0no
46
blue-collar
single
secondary
no
324
yes
no
unknown
30
may
293
6
-1
0
unknown
0no
54
technician
married
secondary
no
0
no
no
telephone
16
nov
986
1
94
8
failure
0no
32
management
married
tertiary
no
0
no
no
cellular
19
nov
66
1
-1
0
unknown
0no
55
management
married
primary
no
621
no
yes
cellular
2
feb
114
1
208
1
failure
0no
55
retired
divorced
secondary
no
138
no
no
cellular
17
jul
205
1
-1
0
unknown
0no
56
technician
married
secondary
no
4,063
no
yes
telephone
28
jul
31
4
-1
0
unknown
0no
40
blue-collar
married
secondary
no
11,084
no
no
unknown
11
jun
113
1
-1
0
unknown
0no
44
technician
married
secondary
no
310
yes
no
cellular
6
feb
200
1
253
1
failure
0no
32
entrepreneur
married
unknown
no
73
yes
no
cellular
21
nov
158
1
135
1
failure
0no
33
management
married
tertiary
no
1,808
yes
no
unknown
4
jun
99
4
-1
0
unknown
0no
41
unemployed
divorced
secondary
no
1,281
no
no
cellular
31
jul
45
3
-1
0
unknown
0no
37
technician
married
secondary
no
64
yes
no
cellular
12
may
239
4
278
2
other
0no
58
management
single
tertiary
no
2
yes
no
telephone
11
may
168
3
-1
0
unknown
0no
52
blue-collar
married
secondary
no
60
no
yes
cellular
26
aug
196
2
-1
0
unknown
0no
49
services
single
secondary
no
133
no
no
unknown
11
jun
319
6
-1
0
unknown
0no
44
housemaid
married
primary
no
3,706
no
no
unknown
17
jun
209
3
-1
0
unknown
0no
28
admin.
single
unknown
no
174
no
no
cellular
28
sep
184
1
-1
0
unknown
0no
31
technician
married
secondary
no
251
no
yes
cellular
29
aug
156
2
-1
0
unknown
0no
37
self-employed
married
secondary
no
4,153
yes
no
cellular
31
jul
35
16
-1
0
unknown
0no
30
technician
single
tertiary
no
985
yes
no
cellular
19
feb
88
2
-1
0
unknown
0no
28
services
single
secondary
no
168
no
no
cellular
1
jun
347
3
140
2
success
1yes
46
services
married
secondary
no
1,550
yes
no
cellular
16
apr
126
2
149
8
failure
0no
47
management
married
tertiary
no
7,708
yes
no
cellular
21
nov
157
5
-1
0
unknown
0no
35
blue-collar
married
primary
no
-12
yes
no
unknown
12
may
212
5
-1
0
unknown
0no
80
management
married
primary
no
6,483
no
no
telephone
19
oct
123
1
-1
0
unknown
0no
30
technician
single
tertiary
no
60
yes
yes
unknown
7
may
306
5
-1
0
unknown
0no
55
technician
single
secondary
no
3,339
yes
no
unknown
2
jun
63
1
-1
0
unknown
0no
22
student
single
tertiary
no
1,161
no
yes
cellular
16
jun
119
1
-1
0
unknown
0no
33
blue-collar
single
primary
no
599
yes
no
unknown
21
may
29
1
-1
0
unknown
0no
53
entrepreneur
married
unknown
no
28
no
no
cellular
31
jul
117
2
-1
0
unknown
0no
49
management
married
tertiary
no
1,430
no
no
cellular
18
nov
231
2
-1
0
unknown
0no
51
retired
married
secondary
no
35
no
yes
cellular
8
jul
123
4
-1
0
unknown
0no
41
self-employed
married
tertiary
no
6,000
yes
no
cellular
18
nov
265
1
-1
0
unknown
0no
34
technician
married
secondary
no
0
yes
no
cellular
15
jul
144
1
-1
0
unknown
0no
36
blue-collar
single
secondary
no
340
no
yes
unknown
16
jun
559
3
-1
0
unknown
0no
35
entrepreneur
married
tertiary
no
0
no
no
cellular
5
may
74
1
168
4
failure
0no