age
stringclasses
6 values
time_in_hospital
int64
1
14
n_lab_procedures
int64
1
113
n_procedures
int64
0
6
n_medications
int64
1
79
n_outpatient
int64
0
33
n_inpatient
int64
0
15
n_emergency
int64
0
64
medical_specialty
stringclasses
7 values
diag_1
stringclasses
8 values
diag_2
stringclasses
8 values
diag_3
stringclasses
8 values
glucose_test
stringclasses
3 values
A1Ctest
stringclasses
3 values
change
stringclasses
2 values
diabetes_med
stringclasses
2 values
readmitted
stringclasses
2 values
[90-100)
2
36
0
10
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
yes
yes
yes
[90-100)
9
64
0
18
0
2
1
Emergency/Trauma
Respiratory
Respiratory
Diabetes
no
no
yes
yes
no
[80-90)
5
17
0
6
0
0
1
Missing
Other
Diabetes
Other
high
no
yes
yes
yes
[80-90)
7
22
1
13
2
0
0
Surgery
Circulatory
Circulatory
Circulatory
normal
no
no
yes
yes
[90-100)
5
17
0
15
0
0
0
Family/GeneralPractice
Respiratory
Other
Diabetes
high
no
yes
yes
no
[50-60)
2
3
2
12
0
3
0
Surgery
Injury
Other
Other
no
no
no
yes
yes
[80-90)
7
57
0
24
0
0
0
Missing
Respiratory
Respiratory
Diabetes
no
no
yes
yes
no
[70-80)
2
30
1
15
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[40-50)
4
92
0
15
0
0
0
Other
Respiratory
Other
Other
no
high
no
no
no
[80-90)
4
55
0
15
1
3
0
Missing
Other
Other
Circulatory
no
no
no
yes
no
[50-60)
1
43
0
13
0
0
0
Missing
Other
Other
Digestive
no
no
no
no
no
[60-70)
4
38
0
20
7
0
0
Missing
Diabetes
Other
Other
no
normal
yes
yes
yes
[70-80)
3
38
4
14
0
0
0
Family/GeneralPractice
Digestive
Circulatory
Diabetes
no
no
yes
yes
no
[50-60)
1
56
0
3
0
0
0
Family/GeneralPractice
Other
Diabetes
Circulatory
no
no
no
yes
no
[50-60)
14
37
1
13
0
6
0
Other
Other
Other
Other
no
no
no
no
yes
[70-80)
3
39
0
12
4
1
0
Missing
Other
Circulatory
Diabetes
no
no
yes
yes
yes
[60-70)
3
18
1
23
0
4
0
Missing
Other
Circulatory
Other
no
no
yes
yes
yes
[50-60)
4
9
0
19
0
0
0
Missing
Respiratory
Respiratory
Other
no
no
yes
yes
yes
[70-80)
3
29
0
16
3
2
0
Missing
Digestive
Other
Respiratory
no
no
no
no
yes
[70-80)
12
68
1
19
0
0
0
Missing
Circulatory
Circulatory
Other
no
normal
yes
yes
no
[40-50)
2
55
0
7
0
0
0
Family/GeneralPractice
Other
Diabetes
Missing
no
no
no
no
no
[80-90)
9
42
5
32
0
2
0
Other
Other
Respiratory
Respiratory
no
no
no
no
yes
[70-80)
5
62
2
14
0
0
0
Missing
Respiratory
Respiratory
Circulatory
no
high
no
no
yes
[60-70)
5
36
2
12
0
0
0
Family/GeneralPractice
Other
Other
Respiratory
no
high
no
no
no
[50-60)
3
73
0
24
1
4
1
Missing
Respiratory
Respiratory
Respiratory
no
no
yes
yes
yes
[80-90)
3
28
0
14
10
0
0
Missing
Other
Other
Other
no
no
yes
yes
yes
[80-90)
4
51
3
17
0
0
0
InternalMedicine
Respiratory
Circulatory
Diabetes
no
no
yes
yes
yes
[60-70)
2
19
0
27
0
2
0
Missing
Circulatory
Diabetes
Other
high
no
yes
yes
no
[80-90)
1
3
2
15
0
0
0
Missing
Other
Circulatory
Other
no
no
no
no
no
[70-80)
10
34
1
14
0
2
0
Missing
Respiratory
Other
Other
no
no
no
yes
no
[50-60)
6
60
0
14
0
1
0
Missing
Other
Other
Other
no
normal
no
yes
no
[60-70)
2
37
0
10
0
0
0
InternalMedicine
Circulatory
Diabetes
Musculoskeletal
no
no
no
yes
no
[70-80)
3
37
3
20
0
0
0
InternalMedicine
Circulatory
Respiratory
Circulatory
no
no
no
yes
no
[40-50)
1
44
1
6
0
0
0
Family/GeneralPractice
Digestive
Digestive
Circulatory
no
no
no
no
no
[40-50)
5
28
5
18
1
1
0
Missing
Digestive
Digestive
Other
no
no
no
no
no
[80-90)
4
2
3
10
0
0
0
Missing
Injury
Other
Injury
no
no
yes
yes
no
[80-90)
3
50
0
5
0
0
0
Emergency/Trauma
Other
Other
Respiratory
no
no
no
no
yes
[70-80)
3
29
4
13
1
1
0
Missing
Circulatory
Respiratory
Circulatory
no
high
no
no
no
[80-90)
3
16
0
10
0
0
0
Missing
Other
Other
Other
no
no
yes
yes
yes
[40-50)
1
9
0
12
0
0
0
Missing
Respiratory
Musculoskeletal
Circulatory
no
no
yes
yes
yes
[40-50)
5
47
0
7
0
1
0
InternalMedicine
Circulatory
Circulatory
Diabetes
no
no
yes
yes
yes
[60-70)
4
40
3
10
0
0
0
Other
Other
Circulatory
Diabetes
no
high
yes
yes
no
[80-90)
7
64
0
21
3
0
0
InternalMedicine
Circulatory
Circulatory
Other
no
normal
yes
yes
yes
[50-60)
9
57
2
28
3
5
5
Missing
Circulatory
Other
Other
no
no
no
no
yes
[80-90)
3
30
0
16
0
0
0
Missing
Other
Other
Circulatory
no
no
yes
yes
yes
[50-60)
1
20
3
20
0
1
0
Family/GeneralPractice
Other
Digestive
Circulatory
no
no
no
no
no
[60-70)
8
47
0
12
0
0
0
Emergency/Trauma
Circulatory
Other
Other
no
no
no
yes
no
[90-100)
3
69
0
15
0
0
0
InternalMedicine
Circulatory
Other
Other
no
high
yes
yes
yes
[50-60)
4
48
1
14
1
2
0
Missing
Other
Circulatory
Other
no
normal
yes
yes
no
[60-70)
4
3
0
17
0
0
1
Missing
Other
Circulatory
Circulatory
no
no
no
yes
no
[70-80)
3
44
6
20
0
0
0
InternalMedicine
Circulatory
Injury
Diabetes
no
no
no
no
no
[60-70)
5
62
0
18
1
0
0
Family/GeneralPractice
Respiratory
Diabetes
Circulatory
no
no
yes
yes
yes
[60-70)
1
46
1
10
0
0
0
InternalMedicine
Other
Other
Other
no
no
no
yes
no
[60-70)
4
70
1
20
3
0
4
Emergency/Trauma
Injury
Other
Other
no
no
yes
yes
yes
[60-70)
2
8
0
14
8
1
2
Missing
Other
Other
Diabetes
no
no
no
no
yes
[70-80)
6
57
0
23
0
4
0
Missing
Other
Circulatory
Other
no
no
yes
yes
yes
[50-60)
4
3
1
16
0
0
0
Other
Musculoskeletal
Other
Circulatory
no
no
yes
yes
no
[80-90)
2
36
1
14
0
0
0
Missing
Digestive
Diabetes
Circulatory
no
no
no
yes
no
[70-80)
3
23
3
8
0
0
0
Missing
Circulatory
Diabetes
Other
no
no
yes
yes
no
[50-60)
1
22
5
12
0
1
0
Cardiology
Circulatory
Other
Other
no
no
yes
yes
no
[40-50)
3
70
0
9
0
0
0
InternalMedicine
Diabetes
Other
Other
no
no
no
yes
no
[50-60)
3
21
2
7
0
0
0
Missing
Respiratory
Circulatory
Other
no
no
no
no
yes
[70-80)
5
56
2
13
0
0
0
Missing
Injury
Other
Injury
no
no
no
no
no
[70-80)
14
40
0
10
0
1
0
Missing
Other
Diabetes
Respiratory
no
normal
yes
yes
no
[60-70)
8
37
0
18
0
0
0
InternalMedicine
Other
Other
Other
no
no
yes
yes
yes
[80-90)
4
38
2
11
0
1
0
Family/GeneralPractice
Circulatory
Other
Circulatory
no
high
no
yes
yes
[60-70)
5
2
2
20
0
0
0
Missing
Circulatory
Other
Circulatory
no
no
yes
yes
no
[70-80)
8
70
5
30
1
0
0
Family/GeneralPractice
Respiratory
Respiratory
Circulatory
no
no
no
yes
yes
[60-70)
3
3
1
10
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
no
yes
no
[60-70)
4
47
0
8
3
0
0
Missing
Digestive
Other
Diabetes
no
no
no
yes
no
[40-50)
2
75
0
8
0
0
0
Missing
Other
Diabetes
Other
no
high
no
yes
yes
[80-90)
9
68
5
42
0
0
0
Missing
Respiratory
Respiratory
Other
no
high
yes
yes
no
[70-80)
3
45
3
11
0
0
0
InternalMedicine
Respiratory
Circulatory
Circulatory
no
no
no
yes
no
[60-70)
1
45
0
9
0
0
0
Missing
Other
Other
Other
no
normal
no
no
yes
[50-60)
4
52
0
22
0
2
0
Emergency/Trauma
Respiratory
Diabetes
Circulatory
no
no
yes
yes
yes
[50-60)
5
37
0
13
0
1
0
Missing
Circulatory
Other
Circulatory
no
no
no
no
no
[80-90)
3
16
0
13
0
0
0
Missing
Circulatory
Circulatory
Circulatory
normal
no
no
no
no
[40-50)
1
30
0
3
1
0
0
Missing
Circulatory
Respiratory
Circulatory
no
normal
no
no
yes
[50-60)
2
34
0
2
0
1
0
Emergency/Trauma
Digestive
Other
Other
no
no
no
no
no
[60-70)
4
22
1
18
1
1
0
Missing
Respiratory
Circulatory
Circulatory
no
no
yes
yes
yes
[80-90)
4
53
0
10
0
0
0
Missing
Injury
Other
Injury
no
no
no
yes
yes
[80-90)
10
41
2
7
0
1
0
Emergency/Trauma
Respiratory
Circulatory
Respiratory
no
no
yes
yes
yes
[80-90)
3
4
0
17
0
0
0
Missing
Circulatory
Digestive
Circulatory
no
no
no
yes
no
[50-60)
5
60
0
8
0
0
0
Emergency/Trauma
Circulatory
Digestive
Other
no
no
no
no
no
[50-60)
2
45
2
22
0
0
0
InternalMedicine
Digestive
Other
Circulatory
no
no
no
no
no
[70-80)
3
54
0
8
0
1
0
Missing
Digestive
Circulatory
Other
no
no
no
yes
no
[50-60)
11
72
4
42
0
0
0
Emergency/Trauma
Respiratory
Digestive
Respiratory
no
high
yes
yes
yes
[70-80)
11
54
1
12
0
0
0
Emergency/Trauma
Diabetes
Other
Other
no
high
yes
yes
yes
[80-90)
5
34
0
23
0
0
0
Missing
Respiratory
Circulatory
Other
no
no
yes
yes
yes
[50-60)
7
41
2
13
0
0
0
Missing
Other
Circulatory
Other
no
normal
yes
yes
yes
[70-80)
4
44
0
7
0
0
0
InternalMedicine
Musculoskeletal
Respiratory
Diabetes
no
no
yes
yes
no
[60-70)
1
43
6
10
2
1
0
Other
Circulatory
Other
Circulatory
no
no
no
yes
no
[60-70)
6
47
6
56
0
0
0
Surgery
Circulatory
Circulatory
Other
no
no
yes
yes
no
[60-70)
7
80
2
18
0
0
0
Missing
Injury
Respiratory
Injury
no
no
no
no
no
[80-90)
6
50
1
8
0
0
0
InternalMedicine
Circulatory
Injury
Injury
no
no
no
yes
yes
[60-70)
1
21
1
12
0
0
1
Missing
Injury
Injury
Circulatory
no
no
yes
yes
no
[50-60)
8
60
0
30
0
0
0
InternalMedicine
Circulatory
Digestive
Digestive
no
high
yes
yes
yes
[60-70)
3
42
6
22
0
0
0
Missing
Circulatory
Respiratory
Diabetes
no
high
no
yes
no
[70-80)
2
2
3
6
0
0
0
Missing
Digestive
Other
Digestive
no
no
no
yes
no
[50-60)
5
19
1
28
1
4
0
Missing
Injury
Other
Injury
normal
no
yes
yes
no