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
23
management
single
tertiary
no
1,807
no
no
cellular
27
jul
606
1
-1
0
unknown
yes
35
management
married
tertiary
no
775
no
no
unknown
27
jul
9
1
-1
0
unknown
no
31
services
single
secondary
yes
-248
no
no
unknown
27
jul
5
1
-1
0
unknown
no
27
services
single
secondary
no
230
no
no
unknown
27
jul
5
1
-1
0
unknown
no
49
admin.
divorced
secondary
no
1,180
no
no
cellular
27
jul
139
2
181
4
success
no
31
admin.
single
secondary
no
255
no
no
cellular
27
jul
167
2
181
1
success
no
45
technician
married
secondary
no
2,776
yes
no
cellular
27
jul
287
2
181
1
success
yes
61
retired
married
secondary
no
1,058
no
no
cellular
27
jul
218
2
91
3
success
yes
41
retired
single
primary
no
2,579
no
no
cellular
27
jul
235
1
287
1
failure
no
49
technician
married
secondary
no
308
no
no
cellular
27
jul
266
5
-1
0
unknown
no
47
admin.
married
secondary
no
1,210
no
no
cellular
27
jul
493
4
-1
0
unknown
no
46
technician
married
unknown
no
3,308
no
no
cellular
28
jul
219
2
-1
0
unknown
yes
40
admin.
married
secondary
no
0
no
no
cellular
28
jul
496
2
182
11
success
yes
55
technician
married
tertiary
no
1,320
no
no
cellular
28
jul
340
1
91
2
success
yes
24
student
single
secondary
no
822
no
no
cellular
28
jul
106
2
-1
0
unknown
no
39
unemployed
married
primary
no
7,005
yes
no
cellular
28
jul
429
2
184
3
success
yes
82
housemaid
divorced
primary
no
1,381
no
no
cellular
28
jul
844
5
181
4
failure
yes
27
technician
single
secondary
no
204
no
no
cellular
28
jul
471
2
-1
0
unknown
yes
26
technician
married
secondary
no
267
yes
no
cellular
28
jul
817
2
-1
0
unknown
yes
31
management
single
tertiary
no
725
yes
no
cellular
28
jul
211
1
92
2
failure
no
22
unemployed
single
tertiary
no
993
no
no
cellular
28
jul
115
3
93
1
other
yes
27
student
single
tertiary
no
311
no
no
cellular
28
jul
462
1
148
4
success
yes
32
admin.
married
secondary
no
389
yes
no
cellular
28
jul
129
3
233
3
failure
no
53
blue-collar
married
primary
no
306
no
no
cellular
28
jul
388
3
181
1
success
yes
54
management
married
tertiary
no
752
no
no
telephone
29
jul
211
5
491
4
other
yes
53
technician
married
tertiary
no
2,557
no
no
cellular
29
jul
95
4
182
7
success
no
29
management
married
tertiary
no
135
no
no
cellular
29
jul
225
4
-1
0
unknown
no
64
retired
married
secondary
no
1,574
no
no
telephone
29
jul
301
3
-1
0
unknown
yes
33
blue-collar
married
secondary
no
0
yes
no
unknown
29
jul
331
1
-1
0
unknown
no
57
technician
married
tertiary
no
1,181
no
no
cellular
29
jul
169
2
182
2
success
yes
31
management
single
tertiary
no
1,761
yes
no
telephone
29
jul
332
3
440
3
failure
yes
61
admin.
married
unknown
no
4,629
yes
no
cellular
29
jul
349
3
183
2
success
yes
35
unemployed
single
tertiary
no
154
no
no
cellular
29
jul
200
4
181
2
failure
yes
57
unemployed
divorced
secondary
no
1,088
no
no
cellular
29
jul
1,697
1
-1
0
unknown
no
77
retired
married
secondary
no
4,112
no
no
telephone
29
jul
426
1
184
3
success
yes
36
services
married
secondary
no
11,650
yes
no
telephone
29
jul
268
1
-1
0
unknown
yes
32
management
married
tertiary
no
6,138
no
no
cellular
29
jul
519
2
90
9
failure
yes
25
services
single
unknown
no
2,022
no
no
cellular
29
jul
276
8
97
12
other
yes
61
management
married
unknown
no
264
no
no
telephone
29
jul
270
1
178
1
success
yes
69
retired
single
tertiary
no
2,144
no
no
cellular
29
jul
417
1
184
4
success
yes
69
technician
married
tertiary
no
482
no
no
cellular
29
jul
478
1
267
1
failure
yes
29
management
single
tertiary
no
0
no
no
cellular
29
jul
99
6
-1
0
unknown
no
35
management
single
tertiary
no
2,187
yes
no
cellular
29
jul
229
1
174
13
other
no
47
management
divorced
tertiary
no
-130
yes
no
cellular
30
jul
221
4
431
5
other
no
30
admin.
single
tertiary
no
8
no
yes
cellular
30
jul
76
2
150
1
failure
no
28
admin.
single
secondary
no
261
yes
yes
cellular
30
jul
269
7
182
9
success
no
34
admin.
married
tertiary
no
0
no
no
cellular
30
jul
292
1
183
2
success
yes
71
technician
married
secondary
no
3,020
no
no
telephone
30
jul
304
1
270
3
failure
yes
49
retired
married
primary
no
18
no
no
unknown
30
jul
9
1
-1
0
unknown
no
45
management
single
tertiary
no
4,831
no
no
cellular
30
jul
852
3
182
11
success
yes
64
retired
married
primary
no
12,067
no
no
telephone
30
jul
367
2
92
2
success
yes
39
entrepreneur
married
secondary
no
689
no
no
cellular
30
jul
240
3
-1
0
unknown
no
35
technician
single
secondary
no
1,227
no
no
cellular
30
jul
1,005
5
134
10
success
yes
36
admin.
single
tertiary
no
980
no
no
cellular
30
jul
156
3
179
4
failure
no
22
student
single
unknown
no
1,232
no
no
cellular
30
jul
283
1
430
2
other
yes
27
technician
single
secondary
no
842
no
no
cellular
30
jul
273
1
91
1
other
no
83
housemaid
divorced
primary
no
5,944
no
no
cellular
30
jul
200
3
-1
0
unknown
no
23
management
single
tertiary
no
906
no
no
cellular
30
jul
160
3
-1
0
unknown
no
31
services
single
tertiary
no
1,626
no
no
unknown
31
jul
15
1
-1
0
unknown
no
34
unemployed
married
tertiary
no
822
no
no
unknown
1
aug
11
1
-1
0
unknown
no
35
self-employed
married
tertiary
no
980
no
no
cellular
2
aug
428
2
336
6
failure
no
80
retired
married
secondary
no
173
no
no
cellular
2
aug
87
3
-1
0
unknown
no
46
unknown
married
tertiary
no
8,564
no
no
cellular
2
aug
397
2
342
1
failure
no
33
management
married
tertiary
no
643
no
no
cellular
2
aug
203
3
94
1
other
no
26
technician
single
secondary
no
1,873
no
no
cellular
2
aug
1,013
3
276
2
other
no
25
technician
single
secondary
no
31
no
no
cellular
2
aug
300
3
-1
0
unknown
no
54
services
married
secondary
no
386
yes
no
cellular
2
aug
155
2
-1
0
unknown
no
34
management
single
tertiary
no
275
no
no
cellular
2
aug
196
2
455
23
other
yes
34
management
married
secondary
no
369
no
no
cellular
2
aug
868
3
342
4
failure
yes
59
technician
single
secondary
no
571
no
yes
unknown
2
aug
25
1
-1
0
unknown
no
76
housemaid
married
primary
no
1,483
no
no
cellular
2
aug
90
4
-1
0
unknown
no
32
technician
single
tertiary
no
388
no
no
cellular
2
aug
100
8
95
3
success
no
65
retired
divorced
unknown
no
300
no
no
cellular
2
aug
245
2
-1
0
unknown
no
37
blue-collar
single
unknown
no
871
yes
no
cellular
2
aug
209
1
542
4
failure
no
55
technician
married
unknown
no
240
yes
no
cellular
2
aug
108
3
277
1
success
yes
53
admin.
single
secondary
no
2,398
yes
no
cellular
2
aug
317
1
180
2
failure
yes
63
management
married
tertiary
no
2,785
no
no
cellular
2
aug
341
2
392
3
success
yes
32
unemployed
single
secondary
no
8,304
no
no
cellular
2
aug
486
1
286
2
failure
no
24
student
single
secondary
no
867
no
no
cellular
2
aug
135
7
108
8
other
no
33
student
single
unknown
no
2,321
no
no
cellular
2
aug
308
1
109
4
failure
no
33
management
married
tertiary
no
7,154
no
no
cellular
2
aug
153
4
129
4
other
no
38
technician
single
tertiary
no
1,727
no
no
telephone
2
aug
141
2
185
6
other
no
37
management
single
tertiary
no
62
yes
no
cellular
2
aug
428
2
272
8
success
yes
30
student
single
secondary
no
3,096
no
no
cellular
2
aug
226
3
188
1
failure
no
36
technician
single
secondary
no
1,745
no
no
cellular
2
aug
258
1
-1
0
unknown
no
29
student
single
secondary
no
1,377
yes
no
cellular
3
aug
248
1
446
2
success
yes
29
student
single
tertiary
no
163
no
no
cellular
3
aug
249
1
-1
0
unknown
yes
38
management
married
tertiary
no
1,199
no
no
cellular
3
aug
482
1
-1
0
unknown
yes
34
admin.
married
tertiary
no
0
yes
yes
cellular
3
aug
108
2
180
7
failure
no
62
retired
married
secondary
no
569
no
no
cellular
3
aug
187
2
180
6
success
yes
34
technician
married
secondary
no
0
yes
no
cellular
3
aug
261
1
470
2
failure
yes
56
services
married
secondary
no
1,989
no
no
cellular
3
aug
279
4
181
4
success
yes
48
housemaid
single
primary
no
46
no
no
cellular
3
aug
113
2
180
1
failure
yes
33
technician
married
secondary
no
1,026
no
no
cellular
3
aug
326
2
340
3
failure
no
32
admin.
married
secondary
no
200
no
no
cellular
3
aug
172
3
-1
0
unknown
no
42
management
married
tertiary
no
372
yes
no
cellular
3
aug
654
2
-1
0
unknown
yes
68
retired
married
tertiary
no
2,812
no
no
cellular
3
aug
392
4
181
3
success
yes
60
housemaid
married
secondary
no
0
no
no
telephone
3
aug
676
2
181
5
failure
yes
34
admin.
married
tertiary
no
69
no
yes
cellular
3
aug
263
3
251
3
success
yes
43
blue-collar
married
primary
no
2,952
no
no
cellular
3
aug
417
2
95
1
other
yes