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
[50-60)
8
76
6
46
0
0
0
Missing
Circulatory
Circulatory
Respiratory
no
no
yes
yes
no
[70-80)
4
24
0
12
0
0
0
Family/GeneralPractice
Respiratory
Circulatory
Diabetes
no
no
no
yes
yes
[70-80)
2
5
2
7
0
0
0
Other
Other
Other
Other
no
no
no
no
no
[50-60)
3
62
2
17
0
0
1
Missing
Injury
Other
Other
no
no
yes
yes
no
[80-90)
2
12
1
12
3
4
5
Missing
Diabetes
Circulatory
Other
no
no
no
no
no
[80-90)
1
70
0
5
0
0
0
Missing
Other
Circulatory
Other
no
normal
yes
yes
no
[40-50)
4
6
1
13
0
0
0
Family/GeneralPractice
Other
Digestive
Other
no
no
no
yes
no
[90-100)
4
62
0
4
0
0
0
InternalMedicine
Other
Other
Other
normal
no
no
yes
yes
[90-100)
4
44
0
14
0
0
0
Missing
Respiratory
Circulatory
Other
no
no
yes
yes
no
[60-70)
3
50
0
12
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
no
yes
yes
[60-70)
5
61
0
10
0
0
0
Missing
Diabetes
Circulatory
Musculoskeletal
no
normal
no
yes
yes
[60-70)
1
56
0
11
0
0
0
Family/GeneralPractice
Respiratory
Diabetes
Other
no
no
no
yes
yes
[80-90)
7
53
6
39
0
4
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[40-50)
3
6
3
15
1
0
0
Missing
Other
Injury
Circulatory
no
no
yes
yes
no
[70-80)
7
49
0
4
0
0
0
InternalMedicine
Respiratory
Other
Diabetes
no
no
no
no
no
[70-80)
4
43
2
30
0
0
0
Missing
Musculoskeletal
Other
Circulatory
no
no
no
no
yes
[70-80)
4
60
1
15
0
0
0
Emergency/Trauma
Circulatory
Circulatory
Circulatory
no
normal
no
yes
no
[60-70)
4
6
0
14
0
0
0
Emergency/Trauma
Respiratory
Respiratory
Circulatory
no
no
no
yes
yes
[50-60)
1
48
0
13
0
0
0
Missing
Respiratory
Respiratory
Injury
no
high
no
no
yes
[80-90)
3
50
0
12
0
0
0
Missing
Musculoskeletal
Other
Other
no
no
yes
yes
yes
[70-80)
10
56
1
18
0
2
0
Missing
Respiratory
Other
Respiratory
no
no
no
yes
no
[50-60)
3
53
0
13
0
0
0
InternalMedicine
Musculoskeletal
Circulatory
Circulatory
no
normal
no
yes
no
[60-70)
1
24
0
14
0
0
0
Missing
Other
Other
Circulatory
normal
no
no
yes
no
[60-70)
1
18
2
16
1
1
0
Family/GeneralPractice
Digestive
Digestive
Respiratory
normal
no
no
no
no
[70-80)
6
63
2
22
0
0
0
InternalMedicine
Circulatory
Other
Other
no
no
yes
yes
yes
[70-80)
8
57
3
46
0
0
0
Surgery
Circulatory
Other
Injury
no
no
yes
yes
no
[50-60)
10
50
2
21
0
0
0
Missing
Respiratory
Circulatory
Circulatory
no
no
no
no
yes
[80-90)
4
68
0
5
0
0
0
Missing
Other
Other
Other
no
no
no
no
no
[60-70)
4
36
0
19
0
0
0
InternalMedicine
Diabetes
Other
Other
no
no
yes
yes
no
[70-80)
3
37
1
12
0
0
0
InternalMedicine
Digestive
Other
Other
no
no
no
yes
no
[70-80)
5
52
0
16
2
1
1
Cardiology
Circulatory
Circulatory
Other
no
no
yes
yes
yes
[50-60)
6
39
6
14
1
6
0
Other
Diabetes
Injury
Circulatory
no
no
no
yes
yes
[40-50)
7
36
0
13
0
4
0
Other
Other
Respiratory
Other
no
no
no
no
yes
[70-80)
10
52
0
9
0
1
0
Other
Other
Circulatory
Circulatory
no
normal
yes
yes
no
[60-70)
7
85
6
31
0
0
0
Cardiology
Circulatory
Circulatory
Other
no
normal
yes
yes
yes
[70-80)
2
33
1
5
0
1
0
Other
Injury
Other
Other
no
no
no
no
no
[70-80)
1
3
0
9
0
1
0
Missing
Circulatory
Circulatory
Other
no
no
yes
yes
yes
[50-60)
7
58
0
9
0
2
0
Other
Other
Other
Diabetes
no
no
no
yes
yes
[80-90)
4
47
1
16
0
0
0
Missing
Circulatory
Respiratory
Respiratory
no
no
no
no
yes
[90-100)
8
59
0
16
0
2
0
Missing
Respiratory
Diabetes
Circulatory
no
no
yes
yes
yes
[80-90)
3
58
1
9
0
0
0
Emergency/Trauma
Other
Injury
Other
no
high
no
yes
no
[40-50)
4
50
0
14
0
0
0
InternalMedicine
Digestive
Circulatory
Other
no
high
no
yes
no
[70-80)
6
37
1
12
2
5
0
Missing
Circulatory
Other
Diabetes
no
no
no
no
yes
[80-90)
2
35
0
14
0
0
0
Missing
Respiratory
Circulatory
Respiratory
no
no
no
yes
no
[60-70)
5
44
6
23
0
0
0
Missing
Other
Injury
Other
no
no
yes
yes
yes
[90-100)
4
41
0
11
0
0
0
Family/GeneralPractice
Other
Circulatory
Circulatory
no
no
no
yes
yes
[60-70)
2
1
0
16
0
0
0
Emergency/Trauma
Respiratory
Respiratory
Diabetes
no
no
yes
yes
no
[40-50)
4
53
0
11
0
1
0
InternalMedicine
Digestive
Diabetes
Digestive
no
no
yes
yes
no
[80-90)
2
1
0
5
0
0
0
Emergency/Trauma
Other
Circulatory
Diabetes
no
no
no
yes
yes
[70-80)
10
24
2
12
0
0
0
Missing
Injury
Other
Injury
no
no
no
yes
no
[70-80)
4
48
1
17
2
2
0
Missing
Circulatory
Circulatory
Other
no
normal
no
no
yes
[60-70)
5
57
1
17
0
0
0
Family/GeneralPractice
Musculoskeletal
Other
Other
no
high
yes
yes
yes
[70-80)
6
62
0
23
0
1
0
Emergency/Trauma
Respiratory
Circulatory
Circulatory
no
no
yes
yes
yes
[50-60)
4
52
1
16
0
0
0
Missing
Digestive
Diabetes
Other
no
no
no
yes
no
[60-70)
2
57
0
11
0
0
0
Other
Injury
Circulatory
Other
no
no
no
yes
yes
[60-70)
4
48
0
8
0
0
0
Missing
Respiratory
Respiratory
Diabetes
no
no
no
yes
yes
[70-80)
3
63
0
13
0
0
0
Emergency/Trauma
Other
Digestive
Other
no
no
yes
yes
no
[70-80)
8
57
4
22
0
0
0
Missing
Other
Circulatory
Other
no
no
no
no
yes
[80-90)
1
18
4
10
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
no
yes
no
[70-80)
6
59
0
18
0
1
0
Missing
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[50-60)
2
50
0
9
0
0
0
Missing
Respiratory
Other
Other
no
high
yes
yes
no
[50-60)
4
55
0
22
0
3
0
Emergency/Trauma
Digestive
Respiratory
Other
no
no
no
yes
no
[40-50)
4
94
0
10
0
0
0
InternalMedicine
Diabetes
Other
Other
no
no
no
yes
no
[60-70)
4
31
2
10
1
0
0
Surgery
Circulatory
Circulatory
Injury
no
no
no
no
no
[40-50)
1
47
0
6
0
0
0
Cardiology
Respiratory
Other
Circulatory
no
no
no
no
no
[50-60)
13
63
6
36
0
0
0
Missing
Digestive
Circulatory
Circulatory
no
no
yes
yes
no
[50-60)
8
40
6
36
0
0
0
Missing
Circulatory
Injury
Circulatory
no
no
yes
yes
no
[50-60)
5
60
0
13
0
0
0
Missing
Other
Other
Diabetes
no
no
no
yes
yes
[60-70)
5
52
0
18
1
1
1
Missing
Respiratory
Other
Other
no
no
no
yes
yes
[70-80)
4
33
2
12
0
0
0
Other
Circulatory
Other
Circulatory
no
no
no
yes
no
[40-50)
5
29
6
8
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
no
[70-80)
4
46
0
13
0
1
0
Missing
Other
Circulatory
Diabetes
no
no
yes
yes
no
[40-50)
3
71
0
18
0
0
0
InternalMedicine
Respiratory
Other
Respiratory
no
normal
no
yes
no
[70-80)
3
65
0
17
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[40-50)
2
37
0
11
0
5
3
InternalMedicine
Other
Diabetes
Missing
no
no
no
yes
yes
[60-70)
6
34
4
20
0
2
0
Missing
Other
Circulatory
Other
no
no
yes
yes
yes
[70-80)
7
34
0
11
0
1
0
Surgery
Circulatory
Other
Diabetes
no
no
no
no
no
[70-80)
5
57
0
16
0
0
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
high
no
yes
no
[60-70)
2
35
0
10
0
2
0
InternalMedicine
Other
Diabetes
Circulatory
normal
no
no
no
yes
[70-80)
2
1
1
3
0
0
0
Emergency/Trauma
Other
Other
Circulatory
no
no
no
no
no
[90-100)
11
80
0
28
0
0
0
Emergency/Trauma
Respiratory
Circulatory
Other
no
high
no
no
no
[60-70)
1
64
0
10
0
0
0
Missing
Digestive
Digestive
Circulatory
no
high
no
no
yes
[60-70)
8
32
2
15
0
0
0
Family/GeneralPractice
Circulatory
Other
Digestive
no
no
no
no
no
[60-70)
5
34
3
20
0
1
0
Surgery
Respiratory
Respiratory
Circulatory
no
no
no
yes
no
[40-50)
3
40
6
11
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
no
no
no
[50-60)
3
38
0
18
0
1
0
Missing
Respiratory
Respiratory
Diabetes
no
no
yes
yes
yes
[60-70)
3
73
0
11
0
3
0
Missing
Circulatory
Other
Diabetes
no
no
no
no
yes
[70-80)
7
29
2
23
0
0
0
Missing
Injury
Circulatory
Respiratory
no
no
no
no
no
[60-70)
1
1
3
9
0
1
0
Missing
Circulatory
Circulatory
Diabetes
no
no
no
no
yes
[70-80)
5
48
0
14
0
0
0
Missing
Circulatory
Other
Respiratory
no
no
no
yes
no
[60-70)
3
46
0
10
0
0
0
Missing
Circulatory
Other
Circulatory
no
no
no
yes
no
[60-70)
5
13
0
12
0
1
0
Missing
Circulatory
Respiratory
Circulatory
no
no
no
yes
no
[70-80)
4
53
4
14
0
0
0
Other
Other
Other
Circulatory
no
no
no
no
no
[70-80)
2
49
0
5
0
2
1
Emergency/Trauma
Circulatory
Other
Other
no
no
no
no
yes
[80-90)
10
60
3
27
0
5
1
Missing
Digestive
Digestive
Other
no
no
no
no
yes
[60-70)
3
2
1
19
0
0
0
Other
Musculoskeletal
Circulatory
Musculoskeletal
no
no
no
yes
no
[90-100)
6
13
3
22
0
0
0
Other
Musculoskeletal
Other
Musculoskeletal
no
no
no
no
no
[40-50)
2
62
0
14
0
6
2
Emergency/Trauma
Digestive
Other
Diabetes
no
no
yes
yes
yes
[60-70)
11
61
6
26
1
1
0
Emergency/Trauma
Circulatory
Injury
Digestive
no
high
yes
yes
no
[50-60)
5
1
0
7
0
1
0
Other
Other
Other
Diabetes
no
no
yes
yes
yes