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
blue-collar
married
secondary
no
152
no
no
cellular
25
oct
275
1
-1
0
unknown
no
74
retired
married
secondary
no
935
no
no
cellular
25
oct
400
1
173
3
success
yes
31
admin.
single
secondary
no
410
no
no
cellular
25
oct
182
1
185
1
success
yes
33
admin.
married
secondary
no
51
yes
yes
cellular
25
oct
253
1
284
3
success
yes
73
retired
married
primary
no
1,388
no
no
telephone
25
oct
254
1
97
6
failure
no
36
technician
married
secondary
no
2,779
no
no
cellular
25
oct
324
1
182
4
success
no
32
technician
married
secondary
no
660
no
no
cellular
25
oct
226
2
490
1
failure
yes
25
student
single
secondary
no
679
no
no
cellular
25
oct
297
5
94
6
other
yes
36
technician
married
tertiary
no
844
yes
yes
cellular
25
oct
129
1
-1
0
unknown
no
78
management
married
unknown
no
1,780
yes
no
cellular
25
oct
211
2
185
7
success
yes
50
management
married
tertiary
no
8,205
yes
no
telephone
25
oct
293
3
508
1
other
no
64
retired
married
primary
no
445
no
no
cellular
26
oct
338
3
186
1
other
no
24
student
single
secondary
no
1,234
no
no
telephone
26
oct
280
2
97
3
success
no
26
management
single
tertiary
no
222
no
no
cellular
26
oct
318
1
120
3
success
yes
36
technician
single
secondary
no
204
yes
no
cellular
26
oct
196
1
144
8
other
no
30
management
single
tertiary
no
565
yes
no
cellular
26
oct
104
1
-1
0
unknown
no
25
student
single
secondary
no
1,868
no
no
cellular
26
oct
259
1
103
2
other
yes
54
admin.
divorced
tertiary
no
122
no
no
cellular
26
oct
322
1
547
1
failure
no
78
retired
married
primary
no
14,204
no
no
cellular
26
oct
150
1
183
1
other
no
47
admin.
married
secondary
no
1,210
no
no
cellular
26
oct
604
1
91
4
failure
yes
32
technician
married
secondary
no
1,547
no
no
cellular
26
oct
289
1
805
4
other
yes
56
admin.
divorced
secondary
no
1,693
no
no
cellular
26
oct
238
4
442
4
failure
yes
40
entrepreneur
single
tertiary
no
262
yes
yes
unknown
26
oct
17
1
-1
0
unknown
no
49
technician
married
secondary
no
308
no
no
cellular
26
oct
260
2
91
5
failure
no
27
blue-collar
single
primary
no
232
yes
no
cellular
26
oct
701
2
-1
0
unknown
yes
40
management
divorced
tertiary
no
858
no
no
cellular
26
oct
202
2
-1
0
unknown
yes
54
technician
married
tertiary
no
876
no
no
cellular
27
oct
269
3
541
3
success
yes
67
blue-collar
married
secondary
no
16,353
no
no
cellular
27
oct
223
2
-1
0
unknown
no
23
unemployed
single
tertiary
no
993
no
no
cellular
27
oct
409
1
91
4
success
no
46
technician
married
unknown
no
3,308
no
no
cellular
27
oct
171
1
91
2
success
yes
33
technician
married
secondary
no
5,083
no
no
cellular
27
oct
161
1
96
2
other
no
47
management
married
tertiary
no
0
no
no
cellular
27
oct
508
1
-1
0
unknown
yes
61
retired
married
secondary
no
1,058
no
no
cellular
27
oct
277
1
92
5
success
no
24
student
single
secondary
no
822
no
no
cellular
27
oct
184
1
91
2
failure
yes
70
retired
married
secondary
no
0
no
no
cellular
27
oct
258
1
92
5
success
yes
53
blue-collar
married
primary
no
1,294
no
no
unknown
28
oct
71
1
-1
0
unknown
no
53
self-employed
married
tertiary
no
730
yes
no
unknown
2
nov
18
1
368
2
failure
no
30
management
single
tertiary
no
297
no
no
cellular
8
nov
188
1
-1
0
unknown
yes
30
technician
single
secondary
no
500
yes
no
cellular
8
nov
176
1
543
3
failure
no
44
management
married
tertiary
no
839
no
no
cellular
8
nov
240
1
40
2
other
no
63
entrepreneur
married
secondary
no
3,904
no
no
telephone
8
nov
360
1
96
4
success
yes
77
unknown
married
unknown
no
397
no
no
telephone
8
nov
207
1
185
3
success
no
34
admin.
married
tertiary
no
79
yes
no
cellular
8
nov
120
2
95
6
success
no
28
student
single
secondary
no
970
no
no
cellular
8
nov
137
1
96
1
failure
no
60
admin.
divorced
secondary
no
683
no
no
cellular
8
nov
507
1
-1
0
unknown
no
28
services
single
tertiary
no
441
no
no
cellular
8
nov
106
1
-1
0
unknown
no
49
unemployed
divorced
tertiary
no
780
no
no
cellular
8
nov
148
1
871
2
failure
no
42
admin.
divorced
secondary
no
490
yes
no
cellular
8
nov
212
1
97
5
other
no
22
student
single
secondary
no
2,488
no
no
cellular
8
nov
449
2
38
10
other
yes
38
technician
married
tertiary
no
88
no
no
cellular
8
nov
282
2
186
4
success
yes
65
management
married
unknown
no
2,352
no
no
cellular
8
nov
354
3
188
13
success
no
47
management
single
tertiary
no
311
yes
yes
cellular
9
nov
255
3
378
2
failure
no
61
housemaid
married
primary
no
182
no
no
cellular
9
nov
335
1
92
13
failure
no
64
retired
married
tertiary
no
2,059
no
yes
cellular
9
nov
326
1
95
1
other
no
63
retired
married
primary
no
3,738
no
no
telephone
9
nov
301
1
456
4
failure
no
44
entrepreneur
married
tertiary
no
121
no
no
cellular
9
nov
248
1
91
1
success
yes
37
management
married
tertiary
no
3,556
no
no
cellular
9
nov
268
1
-1
0
unknown
yes
52
technician
married
tertiary
no
0
no
no
cellular
9
nov
467
3
92
7
failure
yes
34
student
single
unknown
no
2,321
no
no
cellular
9
nov
600
2
99
5
failure
no
60
services
married
secondary
no
4,428
no
no
cellular
9
nov
125
1
96
6
failure
no
35
technician
married
secondary
no
0
yes
no
cellular
9
nov
524
1
96
5
success
yes
31
management
married
tertiary
no
720
yes
no
cellular
9
nov
94
3
-1
0
unknown
no
29
admin.
single
secondary
no
464
no
no
cellular
9
nov
208
2
91
3
success
yes
71
retired
married
secondary
no
2,064
no
no
cellular
9
nov
379
2
92
3
failure
no
35
services
married
tertiary
no
4,655
no
no
cellular
9
nov
111
2
-1
0
unknown
no
33
technician
married
tertiary
no
2,976
yes
no
cellular
9
nov
465
2
95
12
other
no
41
unemployed
single
tertiary
no
79
no
no
telephone
9
nov
394
1
390
2
success
yes
48
admin.
married
secondary
no
178
no
no
cellular
10
nov
228
1
-1
0
unknown
no
62
retired
married
tertiary
no
2,557
yes
no
cellular
10
nov
404
1
57
8
success
yes
31
management
married
tertiary
no
2,994
yes
no
cellular
10
nov
182
1
229
2
failure
no
19
student
single
primary
no
245
no
no
telephone
10
nov
98
2
110
2
other
no
33
admin.
single
secondary
no
690
no
no
cellular
10
nov
223
3
555
16
failure
no
30
technician
single
tertiary
no
2,325
no
no
cellular
10
nov
134
1
92
8
success
no
36
admin.
single
tertiary
no
980
no
no
cellular
11
nov
118
4
104
7
failure
no
62
blue-collar
married
secondary
no
272
no
no
cellular
11
nov
289
1
92
3
success
yes
38
entrepreneur
single
secondary
no
2,543
no
no
cellular
11
nov
357
3
93
5
success
yes
54
admin.
married
secondary
no
66
yes
no
cellular
11
nov
167
1
-1
0
unknown
yes
36
admin.
divorced
secondary
no
1,224
yes
no
cellular
12
nov
482
1
374
1
success
yes
34
blue-collar
married
secondary
no
320
yes
no
cellular
12
nov
413
1
92
3
success
yes
34
technician
married
secondary
no
1,026
no
no
cellular
12
nov
319
1
100
6
failure
no
66
retired
married
secondary
no
3,409
no
no
cellular
15
nov
414
2
27
6
failure
no
46
blue-collar
married
secondary
no
6,879
no
no
cellular
15
nov
74
2
118
3
failure
no
34
technician
married
secondary
no
133
no
no
cellular
15
nov
401
2
187
5
success
yes
70
retired
married
primary
no
324
no
no
cellular
15
nov
78
1
96
7
success
no
63
retired
married
secondary
no
1,495
no
no
cellular
16
nov
138
1
22
5
success
no
60
services
married
tertiary
no
4,256
yes
no
cellular
16
nov
200
1
92
4
success
yes
59
unknown
married
unknown
no
1,500
no
no
cellular
16
nov
280
1
104
2
failure
no
32
services
single
secondary
no
1,168
yes
no
cellular
16
nov
411
1
-1
0
unknown
yes
29
management
single
secondary
no
703
yes
no
cellular
16
nov
236
1
550
2
success
yes
25
services
single
secondary
no
199
no
no
cellular
16
nov
173
1
92
5
failure
no
32
blue-collar
married
secondary
no
136
no
no
cellular
16
nov
206
1
188
3
success
yes
75
retired
divorced
tertiary
no
3,810
yes
no
cellular
16
nov
262
1
183
1
failure
yes
29
management
single
tertiary
no
765
no
no
cellular
16
nov
238
1
-1
0
unknown
yes
28
self-employed
single
tertiary
no
159
no
no
cellular
16
nov
449
2
33
4
success
yes
59
management
married
tertiary
no
138
yes
yes
cellular
16
nov
162
2
187
5
failure
no
68
retired
married
secondary
no
1,146
no
no
cellular
16
nov
212
1
187
6
success
yes
25
student
single
secondary
no
358
no
no
cellular
16
nov
330
1
-1
0
unknown
yes
36
management
single
secondary
no
1,511
yes
no
cellular
16
nov
270
1
-1
0
unknown
yes
37
management
married
tertiary
no
1,428
no
no
cellular
16
nov
333
2
-1
0
unknown
no
34
blue-collar
single
secondary
no
1,475
yes
no
cellular
16
nov
1,166
3
530
12
other
no