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
34
admin.
married
tertiary
no
1,636
yes
yes
cellular
6
sep
136
1
521
2
failure
no
84
retired
divorced
primary
no
1,680
no
no
telephone
6
sep
113
5
97
3
other
no
26
technician
single
secondary
no
1,105
yes
no
cellular
6
sep
415
1
297
3
other
yes
37
services
married
secondary
no
52
yes
no
cellular
6
sep
908
1
185
9
success
yes
52
management
married
tertiary
no
2,635
no
no
cellular
6
sep
313
1
108
8
success
no
38
entrepreneur
married
tertiary
no
1,649
no
yes
cellular
6
sep
218
2
432
3
success
no
33
admin.
married
secondary
no
616
no
no
unknown
6
sep
35
1
-1
0
unknown
no
33
admin.
married
secondary
no
616
no
no
cellular
6
sep
250
3
-1
0
unknown
yes
32
technician
single
secondary
no
1,089
no
no
cellular
6
sep
125
2
-1
0
unknown
no
38
management
married
tertiary
no
14,352
no
no
unknown
6
sep
8
1
-1
0
unknown
no
26
admin.
single
tertiary
no
760
yes
no
cellular
6
sep
164
2
186
7
success
no
53
admin.
married
secondary
no
0
no
no
telephone
6
sep
353
1
655
5
failure
no
34
unemployed
single
unknown
no
517
no
no
cellular
6
sep
791
3
-1
0
unknown
no
27
management
single
tertiary
no
592
no
no
cellular
7
sep
667
1
221
3
failure
no
45
unknown
married
tertiary
no
406
no
no
cellular
7
sep
314
1
-1
0
unknown
yes
27
services
single
secondary
no
44
no
no
unknown
7
sep
11
1
-1
0
unknown
no
65
retired
married
secondary
no
1,220
no
no
cellular
7
sep
127
1
186
2
failure
no
37
management
married
tertiary
no
6,771
no
no
cellular
7
sep
337
1
186
1
success
yes
31
technician
married
tertiary
no
3,192
yes
no
cellular
7
sep
179
1
186
2
failure
no
28
management
single
tertiary
no
890
yes
no
cellular
7
sep
201
1
-1
0
unknown
yes
36
admin.
married
secondary
no
194
yes
yes
cellular
7
sep
120
3
-1
0
unknown
no
26
unemployed
single
secondary
no
4
no
no
unknown
7
sep
8
1
-1
0
unknown
no
43
management
divorced
tertiary
no
2,251
no
no
cellular
7
sep
332
5
-1
0
unknown
no
61
retired
married
primary
no
56
no
no
cellular
7
sep
288
3
-1
0
unknown
yes
32
blue-collar
married
primary
no
1,644
no
no
cellular
7
sep
492
3
102
5
other
yes
51
management
single
tertiary
no
151
yes
no
cellular
8
sep
638
1
427
3
success
yes
38
admin.
married
secondary
no
0
yes
no
cellular
8
sep
210
1
92
3
success
yes
31
technician
married
tertiary
no
1,570
yes
no
cellular
8
sep
213
4
184
5
success
no
46
admin.
married
secondary
no
0
yes
no
cellular
8
sep
149
2
187
1
failure
no
34
management
divorced
tertiary
no
2,240
no
no
cellular
8
sep
220
2
184
3
success
yes
52
management
married
tertiary
no
994
no
no
cellular
8
sep
127
1
370
4
failure
no
60
unemployed
married
secondary
no
957
no
no
cellular
8
sep
246
1
184
3
success
yes
23
student
single
tertiary
no
508
no
no
cellular
8
sep
210
1
92
1
failure
no
24
student
single
secondary
no
689
no
no
cellular
8
sep
630
1
-1
0
unknown
yes
77
retired
married
primary
no
1,385
no
no
telephone
8
sep
160
4
-1
0
unknown
no
36
management
married
tertiary
no
2,161
no
no
cellular
8
sep
708
2
183
5
success
yes
37
blue-collar
single
secondary
no
292
no
no
unknown
8
sep
9
1
-1
0
unknown
no
46
student
single
unknown
no
1,527
no
no
cellular
8
sep
358
3
184
1
success
yes
80
retired
married
secondary
no
8,304
no
no
telephone
8
sep
606
3
91
13
success
yes
37
management
single
tertiary
no
698
no
no
cellular
8
sep
1,081
2
-1
0
unknown
yes
25
student
single
tertiary
no
20
no
no
cellular
8
sep
127
2
-1
0
unknown
no
33
blue-collar
married
secondary
no
983
no
no
unknown
8
sep
9
1
-1
0
unknown
no
64
unknown
married
unknown
no
2,799
no
no
telephone
9
sep
378
4
-1
0
unknown
no
45
management
married
tertiary
no
623
no
no
cellular
9
sep
405
3
-1
0
unknown
no
39
management
married
tertiary
no
494
no
no
cellular
9
sep
216
1
183
5
success
yes
62
retired
married
secondary
no
2,801
yes
yes
cellular
9
sep
261
1
183
1
success
yes
84
retired
married
tertiary
no
4,761
no
no
telephone
9
sep
1,405
1
92
3
failure
yes
24
student
single
tertiary
no
834
no
no
cellular
9
sep
679
1
-1
0
unknown
yes
37
unemployed
married
secondary
no
1,978
no
no
cellular
9
sep
404
1
182
1
success
yes
24
student
single
secondary
no
139
no
no
cellular
9
sep
430
4
-1
0
unknown
yes
28
management
married
tertiary
no
12
yes
no
cellular
9
sep
202
1
-1
0
unknown
yes
31
management
married
tertiary
no
877
no
no
cellular
9
sep
209
1
92
8
success
yes
75
retired
divorced
primary
no
1,926
no
no
cellular
9
sep
761
1
93
5
other
no
40
management
married
tertiary
no
4,675
no
no
cellular
9
sep
263
1
-1
0
unknown
no
33
unemployed
single
secondary
no
2,066
no
yes
cellular
9
sep
305
1
749
2
failure
yes
33
admin.
single
secondary
no
555
yes
no
cellular
9
sep
204
1
365
1
success
yes
64
retired
married
primary
no
48
no
no
cellular
9
sep
167
3
92
1
success
yes
48
technician
married
primary
no
235
no
no
cellular
9
sep
386
2
191
3
success
yes
28
admin.
married
secondary
no
1,595
no
no
unknown
9
sep
1
1
254
4
success
no
28
admin.
married
secondary
no
1,595
no
no
cellular
9
sep
268
1
254
4
success
yes
28
student
single
tertiary
no
5,741
no
no
cellular
10
sep
1,042
5
200
3
failure
yes
65
unemployed
divorced
secondary
no
588
no
no
cellular
10
sep
110
4
186
1
success
no
69
retired
married
unknown
no
426
no
no
telephone
10
sep
211
2
185
2
success
yes
28
management
single
tertiary
no
187
no
no
cellular
10
sep
255
1
93
2
success
yes
39
technician
single
secondary
no
300
no
no
cellular
10
sep
315
6
394
1
failure
no
24
admin.
single
secondary
no
166
no
no
cellular
10
sep
256
2
-1
0
unknown
yes
51
housemaid
divorced
primary
no
127
no
no
unknown
13
sep
69
1
-1
0
unknown
no
83
retired
divorced
primary
no
4,565
no
no
cellular
13
sep
175
2
-1
0
unknown
no
39
management
married
tertiary
no
562
no
no
cellular
13
sep
303
2
-1
0
unknown
no
52
unemployed
married
secondary
no
1,416
no
no
cellular
13
sep
218
3
187
3
success
yes
37
services
single
tertiary
no
1,189
no
no
cellular
13
sep
323
9
199
4
other
yes
47
technician
married
secondary
no
1,740
yes
no
cellular
13
sep
502
1
490
1
failure
no
25
student
single
secondary
no
486
no
no
cellular
13
sep
273
3
199
4
failure
yes
31
management
single
tertiary
no
147
no
no
cellular
13
sep
81
3
96
5
success
no
33
services
married
secondary
no
2,368
no
no
unknown
13
sep
5
1
-1
0
unknown
no
30
technician
single
secondary
no
167
no
no
unknown
14
sep
9
1
-1
0
unknown
no
22
student
single
secondary
no
224
no
no
unknown
14
sep
5
1
-1
0
unknown
no
62
admin.
married
secondary
no
4,608
no
no
cellular
14
sep
706
1
186
1
success
no
58
management
married
tertiary
no
0
no
no
cellular
14
sep
358
2
-1
0
unknown
yes
67
retired
married
unknown
no
2,540
no
no
telephone
14
sep
279
3
92
9
success
yes
72
admin.
married
primary
no
2,321
no
no
cellular
14
sep
221
2
64
12
failure
yes
62
retired
married
tertiary
no
2,557
yes
no
cellular
14
sep
211
1
216
7
success
yes
42
management
single
secondary
no
900
yes
no
unknown
14
sep
6
1
524
7
other
no
41
admin.
married
secondary
no
3,138
no
no
cellular
14
sep
409
1
398
1
failure
yes
28
management
single
tertiary
no
1,720
no
no
cellular
14
sep
230
1
91
4
success
yes
43
blue-collar
married
secondary
no
408
yes
no
unknown
14
sep
6
1
838
3
other
no
68
retired
divorced
primary
no
2,027
no
no
cellular
14
sep
404
2
91
4
success
yes
30
management
single
tertiary
no
13,774
no
no
cellular
14
sep
380
1
-1
0
unknown
no
75
retired
married
primary
no
1,765
no
no
telephone
14
sep
808
1
187
4
failure
yes
24
student
single
unknown
no
358
no
no
cellular
14
sep
407
2
92
2
success
no
21
student
single
unknown
no
1,506
no
no
cellular
14
sep
340
1
-1
0
unknown
yes
74
retired
married
tertiary
no
1,843
no
no
cellular
15
sep
251
2
184
3
success
yes
40
entrepreneur
married
tertiary
no
3,585
no
no
cellular
15
sep
506
3
-1
0
unknown
yes
35
blue-collar
married
secondary
no
262
no
no
cellular
15
sep
331
1
75
6
failure
yes
88
retired
married
secondary
no
433
no
no
telephone
15
sep
161
1
274
1
failure
no
49
management
married
tertiary
no
1,093
yes
yes
cellular
15
sep
316
1
246
4
success
yes
39
management
married
unknown
no
76
no
no
cellular
15
sep
200
1
183
1
success
yes
63
admin.
divorced
secondary
no
4,680
no
no
cellular
15
sep
953
2
-1
0
unknown
yes
38
management
married
tertiary
no
1,477
no
no
cellular
15
sep
385
3
769
2
failure
yes
43
blue-collar
married
primary
no
445
yes
no
unknown
15
sep
173
1
-1
0
unknown
no