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
36
student
single
unknown
no
417
no
no
cellular
10
aug
304
1
181
1
success
yes
56
technician
divorced
secondary
no
3,450
no
no
cellular
10
aug
507
1
181
2
success
yes
34
management
married
tertiary
no
573
no
no
cellular
10
aug
122
1
-1
0
unknown
no
38
entrepreneur
single
secondary
no
2,543
no
no
cellular
10
aug
223
1
414
4
failure
yes
77
retired
married
primary
no
2,223
no
no
telephone
10
aug
365
2
187
1
success
no
22
self-employed
single
secondary
no
2,138
no
yes
cellular
10
aug
164
1
109
2
other
yes
34
technician
single
secondary
no
2,085
no
no
cellular
10
aug
356
3
182
2
success
yes
46
self-employed
divorced
secondary
no
0
no
no
unknown
10
aug
6
1
-1
0
unknown
no
29
admin.
single
secondary
no
464
no
no
cellular
10
aug
317
2
518
1
failure
yes
29
blue-collar
single
tertiary
no
98
no
no
cellular
10
aug
170
2
-1
0
unknown
no
61
retired
married
secondary
no
1,853
no
no
telephone
10
aug
520
1
181
2
success
yes
62
blue-collar
married
secondary
no
272
no
no
cellular
11
aug
146
1
286
2
failure
yes
55
technician
married
secondary
no
10,185
no
no
cellular
11
aug
248
1
180
4
success
no
24
student
single
secondary
no
1,925
no
no
cellular
11
aug
1,363
1
-1
0
unknown
yes
28
services
single
secondary
no
899
no
no
unknown
11
aug
61
1
-1
0
unknown
no
65
entrepreneur
married
tertiary
no
2,331
no
no
telephone
11
aug
425
1
183
2
success
yes
70
retired
married
primary
no
324
no
no
cellular
11
aug
632
1
308
6
other
yes
60
technician
married
secondary
no
116
no
no
cellular
11
aug
329
2
181
8
success
yes
30
student
single
secondary
no
1,779
no
no
cellular
11
aug
233
1
433
1
success
yes
51
management
married
tertiary
no
346
no
no
cellular
11
aug
237
1
180
6
success
yes
36
self-employed
single
tertiary
no
353
no
no
cellular
11
aug
361
2
181
2
success
yes
42
management
married
tertiary
no
27,696
no
no
cellular
11
aug
370
1
91
7
success
yes
58
management
married
secondary
no
2,155
no
yes
cellular
11
aug
248
2
182
7
success
yes
30
admin.
married
secondary
no
590
no
no
cellular
11
aug
443
3
-1
0
unknown
no
35
admin.
married
secondary
no
2,374
yes
no
cellular
11
aug
765
2
183
5
success
yes
35
technician
single
secondary
no
920
yes
no
cellular
11
aug
159
2
286
6
failure
no
35
technician
married
tertiary
no
7,050
no
no
cellular
11
aug
222
3
182
4
success
yes
43
blue-collar
married
secondary
no
413
yes
no
cellular
12
aug
235
2
182
4
success
yes
34
technician
single
secondary
no
1,313
no
no
cellular
12
aug
176
1
21
6
failure
no
77
retired
married
primary
no
2,590
no
no
telephone
12
aug
345
1
178
20
failure
yes
34
blue-collar
married
secondary
no
320
yes
no
cellular
12
aug
352
1
828
2
failure
yes
35
blue-collar
married
secondary
no
1,454
yes
no
cellular
12
aug
323
1
182
4
success
yes
39
blue-collar
married
secondary
no
1,382
yes
no
cellular
12
aug
357
1
182
2
success
yes
32
student
single
unknown
no
376
no
no
cellular
12
aug
192
1
91
5
failure
no
75
retired
married
secondary
no
291
no
no
cellular
12
aug
350
1
182
2
success
yes
29
management
single
tertiary
no
266
no
no
cellular
12
aug
176
1
185
1
failure
no
35
self-employed
married
tertiary
no
2,427
no
no
cellular
12
aug
175
3
31
10
success
yes
41
admin.
married
secondary
no
2,498
no
no
cellular
12
aug
411
1
-1
0
unknown
yes
25
student
single
unknown
no
1,003
no
no
cellular
12
aug
361
1
-1
0
unknown
yes
51
blue-collar
married
secondary
no
2,007
yes
no
cellular
12
aug
1,226
3
-1
0
unknown
yes
48
unemployed
married
secondary
no
926
no
no
cellular
12
aug
504
2
178
10
success
yes
28
management
single
tertiary
no
-62
no
no
unknown
12
aug
17
1
-1
0
unknown
no
26
unemployed
single
secondary
no
632
no
no
cellular
12
aug
312
3
181
1
success
yes
27
self-employed
single
tertiary
no
4,574
no
no
cellular
12
aug
187
2
-1
0
unknown
no
55
unknown
married
secondary
no
2,206
no
no
cellular
12
aug
265
1
91
5
success
yes
27
student
single
unknown
no
598
no
no
cellular
12
aug
126
1
524
1
failure
no
44
technician
divorced
secondary
no
314
yes
no
unknown
12
aug
18
1
651
1
success
no
44
management
married
tertiary
no
1,791
no
no
telephone
12
aug
201
1
182
2
success
yes
31
management
married
tertiary
no
6,980
no
no
cellular
12
aug
157
2
-1
0
unknown
no
49
services
married
primary
no
1,830
yes
no
cellular
13
aug
261
1
179
1
success
yes
29
self-employed
single
tertiary
no
814
no
no
unknown
13
aug
461
1
-1
0
unknown
yes
67
housemaid
divorced
secondary
no
5,275
no
no
cellular
13
aug
222
4
-1
0
unknown
yes
42
admin.
divorced
secondary
no
2,129
no
no
cellular
13
aug
633
1
182
2
other
yes
48
technician
single
secondary
no
434
no
no
cellular
13
aug
183
1
-1
0
unknown
no
50
technician
divorced
secondary
no
0
yes
no
cellular
13
aug
120
2
91
6
failure
no
58
admin.
married
secondary
no
169
no
no
cellular
13
aug
880
1
92
8
success
yes
35
management
married
tertiary
no
2,717
no
no
cellular
13
aug
394
6
-1
0
unknown
yes
45
management
married
tertiary
no
226
yes
no
cellular
13
aug
177
6
179
10
success
yes
30
technician
single
secondary
no
0
no
no
cellular
13
aug
173
4
562
1
failure
no
30
services
single
secondary
no
63
no
no
unknown
13
aug
75
1
-1
0
unknown
no
37
technician
married
tertiary
no
341
no
no
cellular
13
aug
287
3
182
3
success
yes
35
management
divorced
tertiary
no
2,885
no
no
cellular
13
aug
199
3
43
8
other
yes
28
admin.
single
secondary
no
1,408
no
no
cellular
13
aug
166
1
78
2
failure
no
24
student
single
secondary
no
1,719
no
no
cellular
13
aug
161
4
-1
0
unknown
no
34
management
single
secondary
no
524
no
no
unknown
13
aug
9
1
-1
0
unknown
no
61
retired
married
secondary
no
523
no
no
cellular
13
aug
211
3
183
4
success
yes
34
services
married
secondary
no
-52
no
no
unknown
13
aug
12
1
-1
0
unknown
no
60
technician
divorced
secondary
no
367
no
no
cellular
16
aug
318
2
-1
0
unknown
yes
39
admin.
married
secondary
no
47
yes
no
cellular
16
aug
143
2
371
6
failure
no
30
admin.
single
secondary
no
125
yes
no
cellular
16
aug
140
3
116
1
other
no
60
services
married
tertiary
no
4,256
yes
no
cellular
16
aug
239
3
761
1
other
yes
29
technician
single
secondary
no
113
no
no
cellular
16
aug
159
2
185
6
success
no
33
technician
married
secondary
no
484
yes
no
cellular
16
aug
205
3
182
9
success
yes
25
services
single
secondary
no
199
no
no
cellular
16
aug
111
2
95
3
other
no
29
management
single
tertiary
no
1,673
no
no
cellular
16
aug
200
2
159
3
other
no
27
blue-collar
single
secondary
no
535
no
no
cellular
16
aug
265
3
95
4
success
yes
24
student
single
tertiary
no
1,592
no
no
cellular
16
aug
98
3
111
5
other
no
27
admin.
single
secondary
no
416
no
no
unknown
17
aug
8
1
-1
0
unknown
no
36
entrepreneur
married
secondary
no
-280
no
no
unknown
17
aug
6
1
-1
0
unknown
no
53
admin.
married
secondary
no
1,252
no
no
cellular
17
aug
128
4
-1
0
unknown
no
65
retired
married
primary
no
1,760
no
no
cellular
18
aug
855
4
-1
0
unknown
yes
37
management
single
tertiary
no
688
no
no
cellular
18
aug
95
3
174
5
failure
no
61
retired
married
tertiary
no
5,267
no
no
cellular
18
aug
212
7
188
3
success
no
24
student
single
secondary
no
431
no
no
cellular
19
aug
418
11
185
5
success
yes
32
student
single
secondary
no
14
no
no
cellular
19
aug
144
3
136
1
other
no
61
blue-collar
married
secondary
no
681
yes
no
telephone
19
aug
173
6
492
2
failure
no
30
technician
single
secondary
no
86
no
no
unknown
20
aug
45
1
-1
0
unknown
no
30
admin.
single
secondary
no
28
no
no
unknown
20
aug
107
1
-1
0
unknown
no
23
admin.
single
secondary
no
366
no
no
unknown
20
aug
22
1
-1
0
unknown
no
21
student
single
secondary
no
681
no
no
unknown
20
aug
6
1
-1
0
unknown
no
22
services
single
unknown
no
739
no
no
unknown
20
aug
4
1
-1
0
unknown
no
26
student
single
secondary
no
963
no
no
unknown
21
aug
11
1
304
1
other
no
48
admin.
divorced
secondary
no
1,033
no
yes
unknown
22
aug
11
1
-1
0
unknown
no
40
management
single
tertiary
no
15
no
yes
unknown
22
aug
4
1
-1
0
unknown
no
34
technician
single
tertiary
no
2,481
no
no
cellular
23
aug
220
16
192
14
other
no
21
student
single
primary
no
281
no
no
unknown
24
aug
11
1
-1
0
unknown
no
28
services
single
secondary
no
2,685
no
yes
unknown
24
aug
5
1
-1
0
unknown
no
29
student
single
secondary
no
1,124
no
no
unknown
24
aug
26
1
-1
0
unknown
no
29
admin.
married
secondary
no
1,937
no
no
unknown
25
aug
6
1
-1
0
unknown
no
35
admin.
married
secondary
no
2,374
yes
no
unknown
25
aug
5
1
14
7
success
no