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
29
management
married
tertiary
no
198
yes
no
cellular
3
aug
1,179
1
-1
0
unknown
no
62
retired
married
secondary
no
569
no
no
cellular
4
aug
288
1
1
8
success
yes
29
management
married
tertiary
no
198
yes
no
cellular
4
aug
453
1
1
1
failure
no
68
retired
married
tertiary
no
2,812
no
no
cellular
4
aug
651
1
1
7
success
yes
38
management
married
tertiary
no
1,199
no
no
cellular
4
aug
178
1
1
1
success
yes
59
unknown
married
unknown
no
1,500
no
no
cellular
4
aug
248
1
182
1
other
no
63
entrepreneur
married
secondary
no
3,904
no
no
telephone
4
aug
250
2
187
2
success
yes
48
admin.
married
secondary
no
156
no
no
cellular
4
aug
291
1
-1
0
unknown
yes
30
services
single
tertiary
no
1,788
no
no
cellular
4
aug
288
1
181
2
failure
yes
45
admin.
married
secondary
no
205
no
no
cellular
4
aug
180
1
92
3
success
yes
78
retired
married
unknown
no
38
no
no
telephone
4
aug
156
1
1
3
other
no
59
unemployed
married
secondary
no
1,625
no
no
cellular
4
aug
198
1
180
2
success
yes
38
management
married
tertiary
no
238
no
no
cellular
4
aug
139
1
92
3
failure
yes
33
technician
married
secondary
no
1,026
no
no
cellular
4
aug
87
1
1
5
failure
no
49
blue-collar
married
secondary
no
1,730
yes
no
cellular
4
aug
605
2
92
4
success
yes
80
retired
married
secondary
no
2,354
no
no
telephone
4
aug
199
2
181
3
success
no
30
housemaid
single
tertiary
no
19
no
no
cellular
4
aug
139
1
92
5
success
yes
35
management
single
tertiary
no
747
no
no
cellular
4
aug
91
1
1
6
other
no
35
unemployed
single
tertiary
no
415
no
no
cellular
4
aug
462
1
92
4
success
yes
32
management
married
tertiary
no
1,812
no
no
cellular
4
aug
296
1
182
4
other
yes
93
retired
married
unknown
no
775
no
no
cellular
4
aug
476
2
13
9
success
yes
60
housemaid
married
secondary
no
0
no
no
telephone
4
aug
153
1
1
7
success
no
30
admin.
single
secondary
no
3,528
no
no
cellular
4
aug
250
1
92
2
failure
yes
42
admin.
married
secondary
no
641
no
no
cellular
4
aug
111
1
1
1
other
no
33
technician
married
secondary
no
180
no
no
cellular
4
aug
561
1
435
3
failure
yes
48
housemaid
single
primary
no
46
no
no
cellular
4
aug
118
1
1
3
success
yes
38
services
married
secondary
no
4,017
no
no
cellular
4
aug
470
1
96
3
success
yes
28
student
single
secondary
no
970
no
no
telephone
4
aug
297
1
-1
0
unknown
no
34
admin.
married
tertiary
no
69
no
yes
cellular
4
aug
120
3
1
6
success
yes
42
management
married
tertiary
no
372
yes
no
cellular
4
aug
153
3
1
2
success
yes
36
management
married
tertiary
no
1,133
yes
no
cellular
4
aug
293
1
181
2
other
yes
50
management
married
tertiary
no
2,881
no
no
cellular
5
aug
510
2
2
5
other
no
34
technician
married
secondary
no
0
yes
no
cellular
5
aug
231
2
2
3
success
yes
34
management
married
tertiary
no
1,778
no
no
cellular
5
aug
329
2
181
4
failure
no
60
services
married
secondary
no
4,428
no
no
cellular
5
aug
382
1
97
5
other
no
34
admin.
married
tertiary
no
79
yes
no
cellular
5
aug
203
1
92
5
success
yes
29
management
single
tertiary
no
437
no
no
cellular
5
aug
504
1
92
1
success
yes
38
technician
married
secondary
no
318
no
no
cellular
5
aug
274
1
182
6
success
yes
53
management
married
tertiary
no
18,931
no
no
cellular
5
aug
224
1
86
23
other
no
41
technician
single
tertiary
no
1,646
yes
no
cellular
5
aug
172
3
92
8
success
yes
38
admin.
single
secondary
no
115
no
no
cellular
5
aug
250
3
182
10
failure
no
45
blue-collar
single
secondary
no
0
no
no
cellular
5
aug
374
2
472
1
success
yes
57
technician
divorced
secondary
no
470
no
no
cellular
5
aug
480
3
-1
0
unknown
yes
53
management
married
tertiary
no
3,591
yes
no
cellular
5
aug
306
2
181
2
other
yes
56
management
divorced
tertiary
no
2,037
no
no
cellular
5
aug
318
1
91
6
failure
yes
36
services
married
secondary
no
394
no
no
cellular
5
aug
324
1
-1
0
unknown
yes
32
management
single
tertiary
no
1,077
no
no
cellular
5
aug
200
1
717
4
failure
no
33
technician
single
secondary
no
2,979
no
no
cellular
5
aug
326
2
437
1
failure
yes
41
management
married
tertiary
no
1,092
no
no
cellular
5
aug
736
1
-1
0
unknown
yes
67
retired
divorced
primary
no
1,746
no
no
cellular
5
aug
134
1
-1
0
unknown
no
34
admin.
divorced
secondary
no
661
yes
no
cellular
5
aug
245
2
183
10
failure
yes
45
management
married
tertiary
no
2,077
no
no
cellular
5
aug
163
1
-1
0
unknown
no
28
management
single
tertiary
no
1,530
no
no
cellular
5
aug
98
3
-1
0
unknown
no
29
housemaid
single
tertiary
no
2,196
no
no
cellular
5
aug
215
1
-1
0
unknown
yes
34
management
single
tertiary
no
417
yes
no
cellular
5
aug
270
1
174
15
failure
yes
21
entrepreneur
single
tertiary
no
2,077
no
no
cellular
5
aug
323
1
-1
0
unknown
yes
27
self-employed
single
tertiary
no
347
no
no
cellular
6
aug
385
4
-1
0
unknown
yes
37
management
married
tertiary
no
2,283
no
no
cellular
6
aug
303
2
92
4
success
yes
52
housemaid
married
primary
no
256
no
no
cellular
6
aug
137
1
-1
0
unknown
no
29
admin.
single
tertiary
no
-197
no
no
unknown
6
aug
47
1
-1
0
unknown
no
33
student
married
secondary
no
1,536
no
no
cellular
6
aug
258
2
178
4
success
yes
45
management
married
secondary
no
446
no
no
cellular
6
aug
304
3
-1
0
unknown
yes
61
blue-collar
married
primary
no
5
no
no
cellular
6
aug
562
2
94
3
success
yes
27
technician
single
tertiary
no
401
no
no
cellular
6
aug
218
3
93
2
success
yes
22
student
single
secondary
no
216
no
no
cellular
6
aug
178
1
179
2
success
yes
37
management
married
secondary
no
565
no
no
cellular
6
aug
174
1
93
3
failure
yes
82
retired
divorced
primary
no
0
no
no
cellular
6
aug
381
3
295
1
failure
no
42
admin.
married
tertiary
no
1,536
no
no
cellular
6
aug
140
1
182
4
failure
no
45
admin.
married
secondary
no
476
no
no
cellular
6
aug
356
1
364
1
other
yes
35
admin.
single
secondary
no
-32
no
yes
cellular
6
aug
366
2
178
9
success
yes
28
blue-collar
single
secondary
no
1,348
yes
no
cellular
6
aug
221
2
-1
0
unknown
yes
32
student
single
tertiary
no
0
no
no
cellular
6
aug
101
5
3
6
other
no
31
blue-collar
single
secondary
no
228
no
no
cellular
6
aug
744
1
88
4
other
yes
62
management
married
tertiary
no
1,859
no
no
telephone
6
aug
245
3
-1
0
unknown
yes
47
management
married
tertiary
no
2,306
no
no
telephone
6
aug
239
4
-1
0
unknown
yes
37
technician
married
tertiary
no
4,596
yes
no
cellular
6
aug
323
1
91
6
failure
no
35
blue-collar
married
secondary
no
884
yes
no
unknown
9
aug
6
1
-1
0
unknown
no
25
student
single
secondary
no
1,028
no
no
cellular
9
aug
148
2
-1
0
unknown
no
37
blue-collar
married
secondary
no
80
yes
yes
unknown
9
aug
6
1
461
5
failure
no
71
retired
married
secondary
no
2,064
no
no
cellular
9
aug
370
2
291
1
failure
no
79
retired
divorced
secondary
no
631
no
no
telephone
9
aug
440
5
182
3
failure
no
52
technician
married
tertiary
no
0
no
no
cellular
9
aug
145
3
94
4
success
no
60
housemaid
married
primary
no
182
no
no
cellular
9
aug
182
2
95
11
failure
no
75
retired
married
primary
no
3,504
no
no
telephone
9
aug
195
1
-1
0
unknown
no
28
management
single
tertiary
no
6,791
no
no
telephone
9
aug
361
1
46
35
failure
no
55
services
married
tertiary
no
2,877
no
no
cellular
9
aug
305
1
91
2
other
no
57
admin.
married
unknown
no
2,038
no
no
cellular
9
aug
628
1
182
2
failure
yes
60
technician
married
secondary
no
824
yes
no
cellular
9
aug
265
1
181
8
success
yes
32
services
married
secondary
no
859
yes
no
unknown
9
aug
39
1
-1
0
unknown
no
31
blue-collar
married
secondary
no
0
yes
no
unknown
10
aug
97
1
782
1
other
yes
26
admin.
married
secondary
no
284
no
no
unknown
10
aug
11
1
-1
0
unknown
no
66
management
married
tertiary
no
6,251
no
no
cellular
10
aug
273
2
356
10
other
no
25
student
single
secondary
no
348
no
no
cellular
10
aug
245
1
-1
0
unknown
yes
19
student
single
unknown
no
108
no
no
cellular
10
aug
168
1
182
2
success
yes
40
blue-collar
married
secondary
no
1,515
yes
no
cellular
10
aug
503
1
-1
0
unknown
yes
44
entrepreneur
married
tertiary
no
121
no
no
cellular
10
aug
412
1
-1
0
unknown
yes
33
management
married
tertiary
no
1,514
no
no
cellular
10
aug
447
1
728
2
failure
yes
53
unemployed
married
secondary
no
94
no
no
cellular
10
aug
493
1
181
14
success
yes
32
technician
married
secondary
no
473
no
yes
cellular
10
aug
1,064
1
95
3
success
yes
30
technician
single
tertiary
no
2,325
no
no
cellular
10
aug
263
1
127
7
failure
yes