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
28
admin.
single
unknown
no
174
no
no
cellular
28
sep
184
1
-1
0
unknown
no
34
admin.
single
secondary
no
43
yes
no
unknown
28
sep
6
1
-1
0
unknown
no
69
admin.
married
secondary
no
813
no
no
telephone
28
sep
237
2
-1
0
unknown
no
38
services
married
secondary
no
2,678
no
no
cellular
28
sep
282
2
187
1
success
yes
48
management
single
tertiary
no
334
yes
no
cellular
28
sep
600
2
92
12
success
yes
35
management
married
secondary
no
683
no
no
unknown
29
sep
13
1
-1
0
unknown
no
32
management
single
tertiary
no
414
no
no
unknown
29
sep
21
1
680
5
failure
no
31
management
married
unknown
no
385
no
no
cellular
29
sep
242
2
491
4
failure
no
48
management
divorced
tertiary
no
-130
yes
no
cellular
29
sep
110
2
61
9
failure
no
39
technician
married
tertiary
no
386
no
no
cellular
29
sep
201
2
-1
0
unknown
no
61
retired
married
secondary
no
11
no
no
cellular
29
sep
232
1
92
3
success
yes
67
retired
married
primary
no
4,416
no
no
cellular
29
sep
245
3
-1
0
unknown
yes
28
management
single
tertiary
no
390
no
no
cellular
29
sep
845
1
232
4
success
yes
29
services
single
secondary
no
1,934
no
no
cellular
29
sep
271
1
-1
0
unknown
yes
43
blue-collar
married
secondary
no
625
yes
no
unknown
30
sep
175
1
-1
0
unknown
no
27
management
single
tertiary
no
1,377
no
no
unknown
30
sep
6
1
-1
0
unknown
no
34
technician
single
secondary
no
3,311
no
no
cellular
1
oct
197
2
-1
0
unknown
no
60
admin.
married
secondary
no
4,348
yes
no
cellular
1
oct
131
2
98
12
other
no
35
admin.
married
tertiary
no
318
yes
yes
cellular
1
oct
142
1
-1
0
unknown
no
37
blue-collar
married
unknown
no
444
no
no
cellular
1
oct
143
1
94
9
other
no
58
unemployed
married
tertiary
no
1,333
no
no
cellular
1
oct
278
1
-1
0
unknown
no
42
technician
married
secondary
no
2,152
no
no
cellular
1
oct
161
1
92
6
failure
no
54
blue-collar
single
secondary
no
1,633
yes
no
unknown
4
oct
12
1
-1
0
unknown
no
31
technician
married
secondary
no
439
no
no
unknown
4
oct
5
1
-1
0
unknown
no
35
blue-collar
married
secondary
no
137
no
yes
unknown
4
oct
5
1
808
12
failure
no
21
technician
single
secondary
no
519
no
no
unknown
4
oct
5
1
-1
0
unknown
no
34
blue-collar
married
tertiary
no
20
no
no
unknown
4
oct
10
1
-1
0
unknown
no
21
student
single
secondary
no
57
no
no
unknown
4
oct
9
1
-1
0
unknown
no
49
management
married
tertiary
no
2,037
no
no
unknown
5
oct
10
1
-1
0
unknown
no
30
services
single
tertiary
no
21
no
no
unknown
5
oct
4
1
-1
0
unknown
no
34
admin.
single
secondary
no
239
no
no
unknown
5
oct
6
1
-1
0
unknown
no
31
student
single
secondary
no
3,511
no
no
cellular
6
oct
311
1
96
1
success
yes
71
retired
married
secondary
no
1,696
no
no
cellular
6
oct
486
1
-1
0
unknown
yes
33
self-employed
married
tertiary
no
1,278
no
no
cellular
6
oct
649
1
-1
0
unknown
yes
47
self-employed
married
tertiary
no
1,011
no
no
cellular
6
oct
808
1
-1
0
unknown
yes
39
management
married
tertiary
no
2,939
no
no
cellular
6
oct
608
1
99
3
failure
yes
27
technician
single
secondary
no
927
no
no
cellular
6
oct
261
1
-1
0
unknown
no
26
unemployed
single
tertiary
no
3,466
no
no
cellular
6
oct
275
2
-1
0
unknown
yes
47
housemaid
single
tertiary
no
3,232
no
no
telephone
6
oct
541
1
204
3
failure
no
79
retired
divorced
primary
no
336
no
no
cellular
6
oct
386
1
184
1
other
no
22
admin.
single
secondary
no
372
no
no
cellular
6
oct
218
1
-1
0
unknown
yes
34
management
single
tertiary
no
549
no
no
cellular
6
oct
1,246
2
-1
0
unknown
yes
26
management
single
tertiary
no
1,592
no
no
cellular
6
oct
604
2
485
5
other
no
40
housemaid
married
tertiary
no
0
no
no
unknown
6
oct
6
1
-1
0
unknown
no
24
technician
single
tertiary
no
368
no
no
cellular
7
oct
197
2
-1
0
unknown
no
60
retired
married
secondary
no
7,038
no
no
telephone
7
oct
138
4
-1
0
unknown
no
28
management
single
tertiary
no
616
yes
no
cellular
7
oct
116
1
503
2
success
no
55
admin.
divorced
secondary
no
0
yes
yes
cellular
7
oct
122
1
245
4
failure
no
26
student
single
secondary
no
706
no
no
unknown
8
oct
118
1
105
2
other
no
36
admin.
single
tertiary
no
5,007
yes
no
cellular
8
oct
135
3
331
4
failure
no
32
student
single
secondary
no
1,102
no
no
telephone
8
oct
194
1
-1
0
unknown
yes
48
services
divorced
unknown
no
973
no
no
cellular
8
oct
319
1
134
2
success
yes
73
retired
married
secondary
no
2,850
no
no
cellular
8
oct
512
1
144
7
failure
no
38
admin.
married
secondary
no
5,270
no
no
cellular
8
oct
163
1
91
12
other
no
32
management
married
tertiary
no
927
no
no
cellular
8
oct
282
1
-1
0
unknown
no
51
management
married
tertiary
no
5,108
yes
no
cellular
8
oct
272
1
102
8
other
no
29
unemployed
married
secondary
no
687
no
no
cellular
8
oct
309
2
88
6
other
no
32
management
single
tertiary
no
3,289
no
no
cellular
8
oct
375
2
179
2
failure
no
32
technician
single
unknown
no
491
no
no
cellular
8
oct
251
2
91
7
success
yes
36
technician
single
secondary
no
966
no
no
cellular
8
oct
135
2
91
13
failure
no
58
admin.
divorced
secondary
no
3,337
yes
no
telephone
8
oct
369
2
690
3
failure
yes
48
admin.
married
secondary
no
368
no
no
cellular
8
oct
363
2
140
7
success
yes
34
admin.
married
secondary
no
247
no
no
cellular
8
oct
401
2
-1
0
unknown
yes
37
blue-collar
married
secondary
no
1,403
no
no
unknown
9
oct
14
1
-1
0
unknown
no
21
blue-collar
single
primary
no
-42
no
no
unknown
10
oct
5
1
-1
0
unknown
no
36
management
single
tertiary
no
335
no
no
unknown
10
oct
5
1
772
4
failure
no
28
services
single
secondary
no
1,347
no
no
telephone
11
oct
317
2
108
14
other
no
70
retired
divorced
secondary
no
4,572
no
no
cellular
11
oct
115
2
95
16
failure
no
27
student
single
tertiary
no
838
no
no
cellular
11
oct
162
1
-1
0
unknown
no
51
entrepreneur
divorced
tertiary
no
315
no
no
cellular
11
oct
291
1
91
4
failure
no
28
unknown
single
unknown
no
326
no
no
cellular
11
oct
450
1
231
1
success
yes
48
admin.
married
secondary
no
0
no
yes
cellular
11
oct
195
1
104
5
failure
no
36
technician
single
secondary
no
12,264
no
no
cellular
11
oct
285
1
182
2
success
yes
67
retired
married
secondary
no
203
no
no
cellular
11
oct
405
1
266
2
success
yes
39
management
married
tertiary
no
839
no
yes
cellular
11
oct
365
2
774
11
failure
no
30
management
single
tertiary
no
502
no
no
cellular
11
oct
463
3
95
6
success
yes
62
retired
married
secondary
no
2,917
no
no
cellular
11
oct
123
2
182
2
failure
no
27
admin.
married
tertiary
no
346
no
no
cellular
11
oct
212
1
-1
0
unknown
yes
58
admin.
married
secondary
no
3,927
no
no
cellular
11
oct
124
3
363
1
failure
no
24
student
single
secondary
no
1,809
no
no
cellular
11
oct
165
1
95
2
success
yes
32
admin.
married
secondary
no
1,229
no
no
cellular
11
oct
485
1
182
1
success
no
52
technician
married
secondary
no
553
yes
no
telephone
11
oct
160
1
-1
0
unknown
no
46
admin.
married
secondary
no
171
yes
yes
cellular
11
oct
251
1
430
1
failure
no
35
blue-collar
divorced
unknown
no
172
no
no
unknown
11
oct
4
1
381
2
other
no
33
management
single
tertiary
no
816
yes
no
cellular
11
oct
383
2
503
2
failure
yes
29
admin.
married
secondary
no
535
no
no
cellular
11
oct
185
2
-1
0
unknown
no
51
retired
married
secondary
no
0
yes
no
cellular
11
oct
146
4
-1
0
unknown
no
42
management
married
tertiary
no
298
no
no
cellular
11
oct
137
3
95
10
failure
no
27
unemployed
single
primary
no
93
no
no
unknown
11
oct
4
1
-1
0
unknown
no
59
retired
divorced
primary
no
606
no
no
unknown
12
oct
54
1
526
2
failure
no
31
management
married
tertiary
no
4,328
no
no
cellular
12
oct
203
4
165
14
success
yes
25
blue-collar
single
secondary
no
1,857
yes
no
cellular
12
oct
187
1
91
12
success
yes
38
management
married
tertiary
no
1,257
no
no
cellular
12
oct
166
1
-1
0
unknown
no
43
admin.
single
secondary
no
386
no
no
cellular
12
oct
242
1
92
4
success
no
27
student
single
secondary
no
279
no
no
cellular
12
oct
323
1
-1
0
unknown
yes
25
admin.
single
tertiary
no
2,916
no
no
cellular
12
oct
143
1
-1
0
unknown
no
75
retired
divorced
secondary
no
1,092
no
no
telephone
12
oct
250
1
431
2
failure
no
33
self-employed
single
tertiary
no
658
yes
no
cellular
12
oct
146
2
183
3
failure
no
33
management
single
tertiary
no
131
yes
no
cellular
12
oct
209
3
427
2
failure
yes
63
management
married
tertiary
no
0
no
no
cellular
12
oct
130
2
182
6
failure
no