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
72
retired
married
tertiary
no
3,561
no
no
telephone
15
sep
511
3
184
7
success
yes
24
student
single
secondary
no
8,165
no
no
cellular
15
sep
216
1
-1
0
unknown
yes
31
management
single
tertiary
no
3,340
no
no
cellular
15
sep
213
2
469
3
success
yes
30
technician
single
tertiary
no
0
no
no
cellular
15
sep
214
2
-1
0
unknown
no
32
student
single
unknown
no
0
no
no
unknown
15
sep
7
1
-1
0
unknown
no
24
unemployed
single
secondary
no
119
no
no
unknown
15
sep
51
1
-1
0
unknown
no
74
retired
divorced
primary
no
2,308
no
no
telephone
16
sep
251
2
535
2
success
no
33
blue-collar
single
primary
no
611
no
no
telephone
16
sep
390
2
-1
0
unknown
yes
36
technician
married
tertiary
no
376
no
no
cellular
16
sep
173
1
-1
0
unknown
yes
49
technician
married
tertiary
no
1,071
no
no
cellular
16
sep
225
1
91
1
success
yes
29
management
married
tertiary
no
247
no
no
cellular
16
sep
143
2
587
3
failure
yes
39
admin.
divorced
secondary
no
112
no
no
cellular
16
sep
574
3
-1
0
unknown
yes
75
retired
divorced
primary
no
852
no
no
cellular
16
sep
228
1
185
1
failure
no
78
retired
divorced
primary
no
527
no
no
cellular
16
sep
193
1
-1
0
unknown
yes
61
housemaid
married
primary
no
2,580
no
no
cellular
16
sep
270
3
202
7
other
yes
60
retired
married
secondary
no
975
no
no
cellular
16
sep
303
1
792
1
failure
yes
35
management
married
unknown
no
2,326
yes
yes
cellular
16
sep
319
1
-1
0
unknown
yes
26
student
single
secondary
no
655
no
no
cellular
16
sep
190
1
-1
0
unknown
yes
37
admin.
married
secondary
no
529
yes
no
cellular
16
sep
234
1
149
2
other
no
58
management
divorced
unknown
no
2,986
no
no
cellular
16
sep
414
1
91
5
other
yes
23
self-employed
single
tertiary
no
780
no
no
cellular
16
sep
393
1
183
3
success
yes
67
retired
married
secondary
no
2,048
no
no
cellular
16
sep
452
5
195
4
other
yes
27
blue-collar
married
secondary
no
821
yes
yes
unknown
16
sep
23
1
778
41
other
no
20
student
single
unknown
no
2,785
no
no
cellular
16
sep
327
2
-1
0
unknown
yes
28
admin.
single
secondary
no
127
no
no
cellular
16
sep
1,334
2
-1
0
unknown
yes
66
retired
married
primary
no
388
no
no
cellular
17
sep
152
2
-1
0
unknown
no
41
management
married
tertiary
no
0
no
no
cellular
17
sep
294
4
63
11
other
yes
31
student
single
tertiary
no
4,951
no
no
cellular
17
sep
285
3
81
3
failure
yes
34
management
married
tertiary
no
3,301
yes
no
cellular
17
sep
164
5
92
6
success
yes
37
management
divorced
tertiary
no
488
yes
no
cellular
17
sep
328
1
854
2
failure
yes
81
retired
married
primary
no
1,154
no
no
telephone
17
sep
231
1
-1
0
unknown
yes
46
management
divorced
tertiary
no
624
no
no
cellular
17
sep
336
2
183
2
success
yes
28
admin.
married
secondary
no
242
yes
no
unknown
17
sep
47
1
779
12
failure
no
33
blue-collar
married
secondary
no
889
yes
no
unknown
18
sep
13
1
373
6
success
no
37
management
married
tertiary
no
257
no
no
unknown
20
sep
11
1
-1
0
unknown
no
46
services
married
primary
no
4,343
yes
no
unknown
20
sep
185
1
-1
0
unknown
yes
33
blue-collar
married
primary
no
-195
no
no
unknown
20
sep
9
1
-1
0
unknown
no
35
management
single
tertiary
no
151
no
no
unknown
20
sep
11
1
850
2
failure
no
32
blue-collar
single
secondary
no
427
no
no
unknown
20
sep
11
1
-1
0
unknown
no
26
management
single
tertiary
no
1
no
no
unknown
21
sep
6
1
-1
0
unknown
no
35
management
single
tertiary
no
1,120
no
no
unknown
21
sep
4
1
771
2
success
no
35
student
single
secondary
no
278
no
no
unknown
21
sep
84
1
-1
0
unknown
no
31
student
single
secondary
no
0
no
no
cellular
22
sep
173
1
-1
0
unknown
no
44
management
divorced
tertiary
no
2,367
no
no
cellular
22
sep
263
1
184
6
success
yes
23
technician
single
secondary
no
283
yes
no
cellular
22
sep
175
1
184
2
success
yes
40
entrepreneur
married
secondary
no
6,403
no
no
cellular
22
sep
208
2
-1
0
unknown
yes
41
technician
married
secondary
no
1,819
no
no
cellular
22
sep
397
1
371
3
failure
yes
27
management
married
tertiary
no
802
no
no
cellular
22
sep
569
1
-1
0
unknown
yes
45
admin.
single
secondary
no
375
no
yes
unknown
22
sep
10
1
594
6
failure
no
70
retired
married
primary
no
3,782
no
no
cellular
22
sep
704
2
190
1
failure
no
36
management
single
tertiary
no
5,958
yes
no
cellular
22
sep
155
1
184
1
success
yes
60
admin.
married
secondary
no
3,735
no
no
cellular
22
sep
183
1
184
11
success
yes
55
management
married
secondary
no
2,693
no
no
cellular
22
sep
182
1
184
7
success
yes
58
technician
married
secondary
no
99
no
no
telephone
22
sep
396
2
-1
0
unknown
yes
55
management
divorced
tertiary
no
7,010
no
no
cellular
22
sep
155
1
195
2
failure
no
43
unemployed
married
secondary
no
0
yes
yes
cellular
23
sep
183
2
184
13
failure
yes
26
management
single
tertiary
no
1,027
no
no
cellular
23
sep
744
1
-1
0
unknown
yes
25
management
single
tertiary
no
3,902
no
no
cellular
23
sep
856
1
-1
0
unknown
yes
31
housemaid
married
secondary
no
243
yes
no
cellular
23
sep
305
2
842
1
failure
yes
55
admin.
married
secondary
no
0
no
no
cellular
23
sep
180
2
238
3
success
no
33
management
married
tertiary
no
289
no
no
cellular
23
sep
333
1
-1
0
unknown
no
55
management
divorced
tertiary
no
26,306
yes
no
cellular
23
sep
84
1
589
4
failure
no
54
services
single
secondary
no
0
no
no
cellular
23
sep
209
1
-1
0
unknown
yes
33
management
single
tertiary
no
224
no
no
cellular
23
sep
409
2
92
4
success
yes
46
management
married
tertiary
no
7,485
no
no
cellular
23
sep
145
1
779
2
failure
no
29
unemployed
single
secondary
no
1,055
no
no
cellular
23
sep
427
1
603
1
failure
yes
28
admin.
single
tertiary
no
313
no
yes
cellular
23
sep
124
1
59
6
failure
no
36
admin.
single
secondary
no
60
yes
no
cellular
23
sep
156
2
-1
0
unknown
yes
31
management
single
tertiary
no
2,590
no
no
cellular
23
sep
103
2
484
2
other
no
59
management
married
tertiary
no
5,397
no
no
cellular
23
sep
244
1
92
3
success
yes
20
student
single
unknown
no
179
no
no
cellular
23
sep
317
1
182
6
failure
no
37
blue-collar
single
unknown
no
217
no
no
cellular
23
sep
272
2
-1
0
unknown
yes
30
technician
single
secondary
no
1,532
no
no
cellular
23
sep
447
1
489
6
failure
no
35
technician
married
tertiary
no
0
yes
yes
cellular
23
sep
112
1
62
6
other
no
36
unemployed
married
secondary
no
17,458
no
no
cellular
23
sep
390
2
-1
0
unknown
no
82
retired
divorced
primary
no
928
no
no
telephone
23
sep
217
2
188
3
other
no
34
management
married
tertiary
no
937
no
no
cellular
23
sep
405
1
391
3
failure
no
28
management
single
tertiary
no
6,551
no
no
cellular
23
sep
203
1
-1
0
unknown
yes
31
blue-collar
married
secondary
no
812
yes
no
cellular
23
sep
245
1
-1
0
unknown
no
30
self-employed
single
tertiary
no
655
no
no
cellular
23
sep
272
4
184
1
success
yes
38
management
married
tertiary
no
845
no
no
cellular
23
sep
134
1
-1
0
unknown
no
35
admin.
single
secondary
no
303
no
no
cellular
24
sep
173
2
190
10
other
yes
39
admin.
married
tertiary
no
1,322
yes
no
cellular
24
sep
157
3
486
1
other
no
36
self-employed
married
tertiary
no
980
no
no
cellular
24
sep
349
2
53
8
failure
no
40
management
single
tertiary
no
3,840
yes
no
cellular
24
sep
232
2
409
2
success
yes
32
blue-collar
single
secondary
no
2,093
no
no
cellular
24
sep
224
2
444
1
failure
yes
38
management
married
tertiary
no
0
no
no
cellular
24
sep
246
12
197
6
failure
no
49
management
married
tertiary
no
1,167
yes
yes
cellular
24
sep
249
1
91
14
success
yes
50
services
married
secondary
no
2,376
yes
no
cellular
24
sep
395
1
-1
0
unknown
yes
29
unemployed
single
secondary
no
670
yes
no
unknown
26
sep
6
1
-1
0
unknown
no
36
unemployed
married
secondary
no
923
no
no
unknown
27
sep
6
1
-1
0
unknown
no
55
services
divorced
secondary
no
0
no
no
cellular
27
sep
262
6
193
4
success
yes
89
retired
married
primary
no
0
no
no
telephone
27
sep
157
5
-1
0
unknown
no
81
retired
divorced
primary
no
949
no
no
cellular
27
sep
188
2
280
1
other
yes
72
retired
married
primary
no
4,657
no
no
cellular
27
sep
132
4
94
16
other
no
34
management
married
tertiary
no
812
no
no
cellular
27
sep
156
2
279
1
failure
no
23
student
single
secondary
no
1,062
no
no
telephone
27
sep
379
3
-1
0
unknown
no
31
technician
married
tertiary
no
3,338
yes
no
cellular
27
sep
162
2
95
4
failure
no
24
management
single
tertiary
no
393
no
no
cellular
27
sep
1,298
1
-1
0
unknown
yes
77
retired
married
tertiary
no
0
no
no
cellular
27
sep
990
4
-1
0
unknown
no