age
int64
18
95
job
stringclasses
12 values
marital
stringclasses
3 values
education
stringclasses
4 values
default
stringclasses
2 values
balance
int64
-8,019
102k
housing
stringclasses
2 values
loan
stringclasses
2 values
contact
stringclasses
3 values
day
int64
1
31
month
stringclasses
12 values
duration
int64
0
4.92k
campaign
int64
1
63
pdays
int64
-1
871
previous
int64
0
275
poutcome
stringclasses
4 values
y
stringclasses
2 values
58
management
married
tertiary
no
2,143
yes
no
unknown
5
may
261
1
-1
0
unknown
no
44
technician
single
secondary
no
29
yes
no
unknown
5
may
151
1
-1
0
unknown
no
33
entrepreneur
married
secondary
no
2
yes
yes
unknown
5
may
76
1
-1
0
unknown
no
47
blue-collar
married
unknown
no
1,506
yes
no
unknown
5
may
92
1
-1
0
unknown
no
33
unknown
single
unknown
no
1
no
no
unknown
5
may
198
1
-1
0
unknown
no
35
management
married
tertiary
no
231
yes
no
unknown
5
may
139
1
-1
0
unknown
no
28
management
single
tertiary
no
447
yes
yes
unknown
5
may
217
1
-1
0
unknown
no
42
entrepreneur
divorced
tertiary
yes
2
yes
no
unknown
5
may
380
1
-1
0
unknown
no
58
retired
married
primary
no
121
yes
no
unknown
5
may
50
1
-1
0
unknown
no
43
technician
single
secondary
no
593
yes
no
unknown
5
may
55
1
-1
0
unknown
no
41
admin.
divorced
secondary
no
270
yes
no
unknown
5
may
222
1
-1
0
unknown
no
29
admin.
single
secondary
no
390
yes
no
unknown
5
may
137
1
-1
0
unknown
no
53
technician
married
secondary
no
6
yes
no
unknown
5
may
517
1
-1
0
unknown
no
58
technician
married
unknown
no
71
yes
no
unknown
5
may
71
1
-1
0
unknown
no
57
services
married
secondary
no
162
yes
no
unknown
5
may
174
1
-1
0
unknown
no
51
retired
married
primary
no
229
yes
no
unknown
5
may
353
1
-1
0
unknown
no
45
admin.
single
unknown
no
13
yes
no
unknown
5
may
98
1
-1
0
unknown
no
57
blue-collar
married
primary
no
52
yes
no
unknown
5
may
38
1
-1
0
unknown
no
60
retired
married
primary
no
60
yes
no
unknown
5
may
219
1
-1
0
unknown
no
33
services
married
secondary
no
0
yes
no
unknown
5
may
54
1
-1
0
unknown
no
28
blue-collar
married
secondary
no
723
yes
yes
unknown
5
may
262
1
-1
0
unknown
no
56
management
married
tertiary
no
779
yes
no
unknown
5
may
164
1
-1
0
unknown
no
32
blue-collar
single
primary
no
23
yes
yes
unknown
5
may
160
1
-1
0
unknown
no
25
services
married
secondary
no
50
yes
no
unknown
5
may
342
1
-1
0
unknown
no
40
retired
married
primary
no
0
yes
yes
unknown
5
may
181
1
-1
0
unknown
no
44
admin.
married
secondary
no
-372
yes
no
unknown
5
may
172
1
-1
0
unknown
no
39
management
single
tertiary
no
255
yes
no
unknown
5
may
296
1
-1
0
unknown
no
52
entrepreneur
married
secondary
no
113
yes
yes
unknown
5
may
127
1
-1
0
unknown
no
46
management
single
secondary
no
-246
yes
no
unknown
5
may
255
2
-1
0
unknown
no
36
technician
single
secondary
no
265
yes
yes
unknown
5
may
348
1
-1
0
unknown
no
57
technician
married
secondary
no
839
no
yes
unknown
5
may
225
1
-1
0
unknown
no
49
management
married
tertiary
no
378
yes
no
unknown
5
may
230
1
-1
0
unknown
no
60
admin.
married
secondary
no
39
yes
yes
unknown
5
may
208
1
-1
0
unknown
no
59
blue-collar
married
secondary
no
0
yes
no
unknown
5
may
226
1
-1
0
unknown
no
51
management
married
tertiary
no
10,635
yes
no
unknown
5
may
336
1
-1
0
unknown
no
57
technician
divorced
secondary
no
63
yes
no
unknown
5
may
242
1
-1
0
unknown
no
25
blue-collar
married
secondary
no
-7
yes
no
unknown
5
may
365
1
-1
0
unknown
no
53
technician
married
secondary
no
-3
no
no
unknown
5
may
1,666
1
-1
0
unknown
no
36
admin.
divorced
secondary
no
506
yes
no
unknown
5
may
577
1
-1
0
unknown
no
37
admin.
single
secondary
no
0
yes
no
unknown
5
may
137
1
-1
0
unknown
no
44
services
divorced
secondary
no
2,586
yes
no
unknown
5
may
160
1
-1
0
unknown
no
50
management
married
secondary
no
49
yes
no
unknown
5
may
180
2
-1
0
unknown
no
60
blue-collar
married
unknown
no
104
yes
no
unknown
5
may
22
1
-1
0
unknown
no
54
retired
married
secondary
no
529
yes
no
unknown
5
may
1,492
1
-1
0
unknown
no
58
retired
married
unknown
no
96
yes
no
unknown
5
may
616
1
-1
0
unknown
no
36
admin.
single
primary
no
-171
yes
no
unknown
5
may
242
1
-1
0
unknown
no
58
self-employed
married
tertiary
no
-364
yes
no
unknown
5
may
355
1
-1
0
unknown
no
44
technician
married
secondary
no
0
yes
no
unknown
5
may
225
2
-1
0
unknown
no
55
technician
divorced
secondary
no
0
no
no
unknown
5
may
160
1
-1
0
unknown
no
29
management
single
tertiary
no
0
yes
no
unknown
5
may
363
1
-1
0
unknown
no
54
blue-collar
married
secondary
no
1,291
yes
no
unknown
5
may
266
1
-1
0
unknown
no
48
management
divorced
tertiary
no
-244
yes
no
unknown
5
may
253
1
-1
0
unknown
no
32
management
married
tertiary
no
0
yes
no
unknown
5
may
179
1
-1
0
unknown
no
42
admin.
single
secondary
no
-76
yes
no
unknown
5
may
787
1
-1
0
unknown
no
24
technician
single
secondary
no
-103
yes
yes
unknown
5
may
145
1
-1
0
unknown
no
38
entrepreneur
single
tertiary
no
243
no
yes
unknown
5
may
174
1
-1
0
unknown
no
38
management
single
tertiary
no
424
yes
no
unknown
5
may
104
1
-1
0
unknown
no
47
blue-collar
married
unknown
no
306
yes
no
unknown
5
may
13
1
-1
0
unknown
no
40
blue-collar
single
unknown
no
24
yes
no
unknown
5
may
185
1
-1
0
unknown
no
46
services
married
primary
no
179
yes
no
unknown
5
may
1,778
1
-1
0
unknown
no
32
admin.
married
tertiary
no
0
yes
no
unknown
5
may
138
1
-1
0
unknown
no
53
technician
divorced
secondary
no
989
yes
no
unknown
5
may
812
1
-1
0
unknown
no
57
blue-collar
married
primary
no
249
yes
no
unknown
5
may
164
1
-1
0
unknown
no
33
services
married
secondary
no
790
yes
no
unknown
5
may
391
1
-1
0
unknown
no
49
blue-collar
married
unknown
no
154
yes
no
unknown
5
may
357
1
-1
0
unknown
no
51
management
married
tertiary
no
6,530
yes
no
unknown
5
may
91
1
-1
0
unknown
no
60
retired
married
tertiary
no
100
no
no
unknown
5
may
528
1
-1
0
unknown
no
59
management
divorced
tertiary
no
59
yes
no
unknown
5
may
273
1
-1
0
unknown
no
55
technician
married
secondary
no
1,205
yes
no
unknown
5
may
158
2
-1
0
unknown
no
35
blue-collar
single
secondary
no
12,223
yes
yes
unknown
5
may
177
1
-1
0
unknown
no
57
blue-collar
married
secondary
no
5,935
yes
yes
unknown
5
may
258
1
-1
0
unknown
no
31
services
married
secondary
no
25
yes
yes
unknown
5
may
172
1
-1
0
unknown
no
54
management
married
secondary
no
282
yes
yes
unknown
5
may
154
1
-1
0
unknown
no
55
blue-collar
married
primary
no
23
yes
no
unknown
5
may
291
1
-1
0
unknown
no
43
technician
married
secondary
no
1,937
yes
no
unknown
5
may
181
1
-1
0
unknown
no
53
technician
married
secondary
no
384
yes
no
unknown
5
may
176
1
-1
0
unknown
no
44
blue-collar
married
secondary
no
582
no
yes
unknown
5
may
211
1
-1
0
unknown
no
55
services
divorced
secondary
no
91
no
no
unknown
5
may
349
1
-1
0
unknown
no
49
services
divorced
secondary
no
0
yes
yes
unknown
5
may
272
1
-1
0
unknown
no
55
services
divorced
secondary
yes
1
yes
no
unknown
5
may
208
1
-1
0
unknown
no
45
admin.
single
secondary
no
206
yes
no
unknown
5
may
193
1
-1
0
unknown
no
47
services
divorced
secondary
no
164
no
no
unknown
5
may
212
1
-1
0
unknown
no
42
technician
single
secondary
no
690
yes
no
unknown
5
may
20
1
-1
0
unknown
no
59
admin.
married
secondary
no
2,343
yes
no
unknown
5
may
1,042
1
-1
0
unknown
yes
46
self-employed
married
tertiary
no
137
yes
yes
unknown
5
may
246
1
-1
0
unknown
no
51
blue-collar
married
primary
no
173
yes
no
unknown
5
may
529
2
-1
0
unknown
no
56
admin.
married
secondary
no
45
no
no
unknown
5
may
1,467
1
-1
0
unknown
yes
41
technician
married
secondary
no
1,270
yes
no
unknown
5
may
1,389
1
-1
0
unknown
yes
46
management
divorced
secondary
no
16
yes
yes
unknown
5
may
188
2
-1
0
unknown
no
57
retired
married
secondary
no
486
yes
no
unknown
5
may
180
2
-1
0
unknown
no
42
management
single
secondary
no
50
no
no
unknown
5
may
48
1
-1
0
unknown
no
30
technician
married
secondary
no
152
yes
yes
unknown
5
may
213
2
-1
0
unknown
no
60
admin.
married
secondary
no
290
yes
no
unknown
5
may
583
1
-1
0
unknown
no
60
blue-collar
married
unknown
no
54
yes
no
unknown
5
may
221
1
-1
0
unknown
no
57
entrepreneur
divorced
secondary
no
-37
no
no
unknown
5
may
173
1
-1
0
unknown
no
36
management
married
tertiary
no
101
yes
yes
unknown
5
may
426
1
-1
0
unknown
no
55
blue-collar
married
secondary
no
383
no
no
unknown
5
may
287
1
-1
0
unknown
no
60
retired
married
tertiary
no
81
yes
no
unknown
5
may
101
1
-1
0
unknown
no
39
technician
married
secondary
no
0
yes
no
unknown
5
may
203
1
-1
0
unknown
no
46
management
married
tertiary
no
229
yes
no
unknown
5
may
197
1
-1
0
unknown
no