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
38
blue-collar
single
secondary
no
0
no
no
unknown
12
oct
8
1
-1
0
unknown
no
25
management
single
tertiary
no
1,650
yes
no
unknown
12
oct
5
1
-1
0
unknown
no
36
management
single
tertiary
no
2,646
no
no
cellular
13
oct
169
1
182
10
success
yes
62
self-employed
divorced
tertiary
no
6
yes
no
cellular
13
oct
216
1
183
4
success
yes
29
self-employed
single
tertiary
no
1,579
no
no
cellular
13
oct
190
1
92
5
success
yes
26
blue-collar
single
secondary
no
2,007
no
no
cellular
13
oct
194
1
92
5
success
yes
38
management
married
tertiary
no
413
no
no
cellular
13
oct
252
2
183
3
success
yes
29
admin.
married
tertiary
no
167
yes
yes
cellular
13
oct
357
2
237
2
failure
no
26
technician
single
secondary
no
342
no
no
cellular
14
oct
133
2
-1
0
unknown
no
43
technician
married
secondary
no
297
yes
no
cellular
14
oct
119
3
-1
0
unknown
no
86
retired
married
primary
no
1,255
no
no
cellular
14
oct
192
2
92
4
success
no
59
technician
married
secondary
no
1
no
no
cellular
14
oct
585
1
182
5
success
yes
51
management
married
tertiary
no
469
no
no
cellular
14
oct
491
1
182
3
success
yes
28
self-employed
single
tertiary
no
159
no
no
cellular
14
oct
246
2
420
2
other
yes
36
blue-collar
single
tertiary
no
1,830
no
no
cellular
14
oct
183
1
91
11
failure
no
53
admin.
married
secondary
no
459
no
no
cellular
14
oct
317
6
192
1
success
no
40
management
married
tertiary
no
0
no
no
cellular
14
oct
1,410
3
-1
0
unknown
no
27
technician
single
secondary
no
643
no
no
telephone
14
oct
301
1
93
1
success
yes
38
management
married
tertiary
no
276
no
no
cellular
14
oct
322
1
-1
0
unknown
no
57
admin.
married
secondary
no
16,873
no
no
cellular
14
oct
219
3
372
1
failure
no
28
management
single
tertiary
no
9,710
no
no
cellular
14
oct
786
2
-1
0
unknown
no
37
management
married
secondary
no
209
no
no
cellular
14
oct
183
3
528
7
unknown
no
42
admin.
married
unknown
no
756
no
no
cellular
14
oct
72
4
160
3
failure
no
41
management
divorced
tertiary
no
3,355
no
no
cellular
14
oct
181
2
500
1
failure
no
47
admin.
married
secondary
no
1,387
yes
no
cellular
14
oct
158
1
826
1
failure
no
61
retired
married
secondary
no
938
no
no
cellular
15
oct
212
2
92
5
success
no
45
management
married
secondary
no
2,897
no
no
cellular
15
oct
531
4
105
7
failure
no
39
services
single
secondary
no
471
no
no
unknown
15
oct
5
1
-1
0
unknown
no
60
retired
divorced
secondary
no
514
no
no
cellular
15
oct
187
2
213
10
success
yes
40
housemaid
married
primary
no
979
no
no
cellular
15
oct
106
4
-1
0
unknown
no
29
self-employed
single
tertiary
no
270
yes
no
cellular
15
oct
94
5
274
11
failure
no
42
unemployed
married
secondary
no
1,289
no
no
cellular
15
oct
1,176
3
92
6
success
yes
29
blue-collar
single
secondary
no
2,806
no
no
cellular
15
oct
294
1
93
5
other
no
26
admin.
married
tertiary
no
319
no
no
cellular
15
oct
88
1
-1
0
unknown
no
33
management
single
tertiary
no
718
yes
no
cellular
18
oct
104
1
111
4
success
no
47
admin.
married
secondary
no
3,676
no
no
cellular
18
oct
567
1
95
3
success
yes
28
management
married
tertiary
no
1,918
no
no
cellular
18
oct
333
1
616
1
failure
no
45
management
single
tertiary
no
2,048
yes
no
cellular
18
oct
310
1
804
1
failure
yes
43
unemployed
married
tertiary
no
0
no
no
cellular
18
oct
464
1
94
2
success
yes
22
management
single
tertiary
no
104
no
yes
cellular
18
oct
509
1
185
3
success
yes
34
technician
married
secondary
no
159
yes
no
cellular
18
oct
252
1
-1
0
unknown
yes
29
management
single
tertiary
no
600
yes
no
cellular
18
oct
170
5
-1
0
unknown
no
64
retired
married
secondary
no
466
yes
no
cellular
18
oct
526
1
-1
0
unknown
yes
39
admin.
divorced
secondary
no
728
yes
yes
cellular
18
oct
222
1
-1
0
unknown
yes
35
management
married
secondary
no
724
yes
no
cellular
18
oct
102
3
96
3
success
no
26
student
single
secondary
no
316
no
no
cellular
18
oct
375
2
-1
0
unknown
no
27
management
single
tertiary
no
107
no
no
cellular
18
oct
767
3
-1
0
unknown
yes
69
retired
divorced
secondary
no
4,189
no
no
cellular
18
oct
138
4
96
2
success
no
32
student
single
tertiary
no
922
no
no
cellular
18
oct
338
2
-1
0
unknown
no
25
technician
single
secondary
no
3,843
no
no
cellular
18
oct
159
2
95
2
failure
no
66
retired
married
secondary
no
3,409
no
no
cellular
19
oct
133
3
160
3
failure
no
26
technician
single
secondary
no
4,859
no
no
cellular
19
oct
90
2
92
3
other
no
49
blue-collar
married
secondary
no
1,946
no
no
cellular
19
oct
192
1
95
1
success
yes
25
admin.
single
tertiary
no
1,734
no
no
cellular
19
oct
366
1
-1
0
unknown
no
34
admin.
single
tertiary
no
1,077
no
no
cellular
19
oct
218
1
151
5
other
no
42
management
married
unknown
no
1,519
no
no
cellular
19
oct
230
1
92
1
success
yes
64
management
married
tertiary
no
5,112
no
no
telephone
19
oct
898
7
137
11
other
yes
44
management
single
tertiary
no
1,090
no
no
cellular
20
oct
178
4
93
6
success
yes
36
technician
married
tertiary
no
521
no
no
cellular
20
oct
347
3
-1
0
unknown
yes
43
management
married
tertiary
no
2,450
no
yes
cellular
20
oct
124
1
-1
0
unknown
no
64
retired
divorced
secondary
no
4,833
no
no
cellular
20
oct
621
1
181
3
failure
yes
30
self-employed
single
secondary
no
1,031
no
no
unknown
20
oct
7
1
-1
0
unknown
no
58
retired
married
primary
no
742
no
no
unknown
20
oct
5
1
-1
0
unknown
no
75
retired
married
tertiary
no
4,912
no
no
telephone
20
oct
238
2
183
5
failure
no
52
admin.
married
secondary
no
423
yes
yes
cellular
20
oct
139
2
96
7
failure
no
30
management
single
tertiary
no
2,344
yes
no
cellular
20
oct
316
2
92
3
failure
no
29
student
single
secondary
no
1,925
no
no
cellular
21
oct
150
3
149
5
success
yes
52
management
married
secondary
no
335
no
no
cellular
21
oct
411
1
182
1
failure
yes
26
student
single
secondary
no
108
no
no
cellular
21
oct
235
1
175
3
success
no
52
technician
married
secondary
no
371
yes
yes
cellular
21
oct
453
1
183
3
success
yes
49
technician
married
secondary
no
2,400
no
no
cellular
21
oct
262
3
-1
0
unknown
no
27
unemployed
single
secondary
no
771
no
no
cellular
21
oct
181
1
302
3
other
yes
54
management
divorced
tertiary
no
5,475
no
no
cellular
21
oct
1,032
1
91
4
success
yes
37
management
married
tertiary
no
203
no
no
cellular
21
oct
759
1
90
5
success
yes
48
admin.
married
secondary
no
50
no
yes
cellular
21
oct
419
1
-1
0
unknown
yes
28
technician
single
tertiary
no
11,862
no
no
cellular
21
oct
549
2
238
13
other
yes
46
technician
married
secondary
no
9,299
no
no
cellular
21
oct
201
5
94
3
success
no
20
student
single
secondary
no
88
no
no
telephone
21
oct
621
1
181
4
other
no
77
retired
married
secondary
no
820
no
no
telephone
21
oct
330
2
181
4
success
yes
63
retired
single
tertiary
no
791
no
no
cellular
21
oct
212
2
-1
0
unknown
yes
27
student
single
secondary
no
1,164
no
no
cellular
21
oct
256
2
104
2
failure
no
34
technician
single
secondary
no
1,279
yes
no
cellular
21
oct
339
3
91
10
success
yes
66
retired
married
primary
no
8
no
no
cellular
22
oct
56
2
-1
0
unknown
no
59
entrepreneur
married
secondary
no
496
no
no
cellular
22
oct
738
3
183
1
success
yes
29
blue-collar
single
tertiary
no
455
no
no
cellular
22
oct
542
4
148
3
success
yes
25
technician
single
secondary
no
325
no
no
cellular
22
oct
716
3
-1
0
unknown
yes
38
management
married
tertiary
no
536
yes
no
cellular
22
oct
234
1
92
1
success
yes
31
technician
single
secondary
no
845
yes
no
cellular
22
oct
168
2
-1
0
unknown
no
38
management
single
tertiary
no
1,373
no
no
cellular
22
oct
119
4
-1
0
unknown
no
57
unemployed
divorced
primary
no
282
no
no
cellular
22
oct
460
1
88
4
other
no
33
admin.
single
tertiary
no
146
no
no
cellular
22
oct
380
1
91
3
success
yes
61
retired
married
primary
no
2,686
no
no
telephone
22
oct
84
3
-1
0
unknown
no
43
management
single
tertiary
no
2,081
no
no
cellular
22
oct
554
3
-1
0
unknown
yes
37
technician
married
secondary
no
480
no
no
cellular
22
oct
344
2
182
8
other
yes
47
admin.
single
secondary
no
1,693
yes
no
cellular
22
oct
608
2
92
4
other
yes
77
retired
divorced
primary
no
2,693
no
no
cellular
25
oct
83
2
94
12
other
no
63
retired
married
secondary
no
1,495
no
no
cellular
25
oct
389
1
195
4
other
yes
61
self-employed
married
tertiary
no
10,861
no
no
cellular
25
oct
225
1
91
5
success
yes
44
technician
single
unknown
no
11,115
no
no
cellular
25
oct
189
1
185
4
success
no
30
management
single
tertiary
no
985
yes
no
cellular
25
oct
304
1
94
2
success
yes