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
[70-80)
4
39
0
17
0
1
0
Cardiology
Respiratory
Circulatory
Respiratory
no
no
yes
yes
no
[50-60)
4
47
1
12
0
0
0
Other
Musculoskeletal
Other
Diabetes
no
no
no
no
no
[70-80)
1
79
0
17
0
1
0
Other
Respiratory
Circulatory
Circulatory
no
no
no
no
no
[70-80)
5
30
5
20
0
1
0
Family/GeneralPractice
Other
Digestive
Other
no
no
yes
yes
no
[50-60)
3
12
5
19
0
0
0
Other
Circulatory
Circulatory
Other
normal
no
no
no
no
[60-70)
5
55
4
37
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[90-100)
4
76
0
11
0
0
0
InternalMedicine
Circulatory
Respiratory
Circulatory
high
no
yes
yes
yes
[80-90)
4
23
2
20
0
0
0
Missing
Digestive
Musculoskeletal
Circulatory
no
no
no
yes
no
[40-50)
8
48
4
42
0
0
0
Missing
Circulatory
Other
Circulatory
no
no
no
no
no
[70-80)
8
67
1
17
0
1
0
Missing
Circulatory
Other
Diabetes
no
normal
no
no
yes
[50-60)
2
39
3
11
0
0
1
Emergency/Trauma
Circulatory
Circulatory
Other
no
no
yes
yes
yes
[70-80)
5
47
5
10
0
0
0
Cardiology
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[40-50)
10
67
0
28
0
0
0
Missing
Respiratory
Other
Other
no
high
yes
yes
no
[70-80)
3
26
2
15
0
0
0
Missing
Injury
Other
Other
no
no
yes
yes
no
[70-80)
6
69
0
11
0
0
0
Missing
Respiratory
Other
Other
no
no
no
no
no
[60-70)
8
64
2
25
1
0
0
Missing
Other
Other
Other
no
high
no
yes
no
[40-50)
1
28
3
7
0
0
0
Cardiology
Circulatory
Circulatory
Other
no
no
no
no
no
[80-90)
5
47
2
15
0
0
0
InternalMedicine
Other
Other
Digestive
no
no
no
no
yes
[60-70)
1
25
0
6
0
1
0
Surgery
Injury
Other
Other
no
no
no
no
no
[40-50)
5
64
1
22
0
0
0
Surgery
Injury
Circulatory
Other
no
no
no
no
yes
[60-70)
2
31
2
21
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[70-80)
6
45
0
21
0
1
0
Missing
Respiratory
Other
Other
no
no
no
yes
no
[70-80)
2
50
0
6
0
0
0
InternalMedicine
Diabetes
Other
Missing
no
no
yes
yes
no
[70-80)
4
41
1
17
0
3
0
Missing
Other
Other
Other
no
no
no
no
no
[50-60)
2
39
0
4
0
0
0
Missing
Other
Other
Other
no
no
no
no
no
[70-80)
6
34
2
19
1
1
0
Surgery
Injury
Circulatory
Circulatory
no
no
yes
yes
yes
[90-100)
7
19
0
17
0
0
0
Family/GeneralPractice
Respiratory
Other
Other
high
no
no
yes
no
[70-80)
4
55
0
5
8
1
2
Missing
Other
Other
Other
no
no
no
no
no
[50-60)
1
41
0
10
0
1
0
Missing
Respiratory
Musculoskeletal
Circulatory
no
no
no
yes
no
[70-80)
3
47
6
7
0
0
0
Missing
Digestive
Other
Circulatory
no
no
no
no
no
[40-50)
2
9
1
14
0
0
1
Other
Other
Other
Diabetes
normal
no
no
no
no
[70-80)
9
70
0
27
0
1
0
Family/GeneralPractice
Respiratory
Other
Respiratory
no
no
yes
yes
yes
[60-70)
2
20
1
10
0
0
0
Missing
Circulatory
Other
Other
no
no
yes
yes
yes
[60-70)
4
39
3
6
0
0
0
Emergency/Trauma
Diabetes
Other
Other
no
no
no
no
no
[80-90)
9
32
0
16
0
0
0
Missing
Other
Other
Other
no
no
no
yes
no
[50-60)
2
41
0
10
0
0
0
Missing
Circulatory
Diabetes
Circulatory
no
high
no
yes
no
[70-80)
3
57
0
12
0
0
0
Missing
Other
Circulatory
Respiratory
no
no
yes
yes
yes
[70-80)
7
49
1
17
0
3
0
Emergency/Trauma
Circulatory
Respiratory
Other
no
no
yes
yes
no
[50-60)
7
53
0
15
0
0
1
Emergency/Trauma
Respiratory
Respiratory
Diabetes
no
no
yes
yes
yes
[70-80)
7
25
0
6
0
0
0
Emergency/Trauma
Respiratory
Other
Diabetes
no
no
yes
yes
no
[50-60)
1
48
6
11
0
2
0
Cardiology
Circulatory
Circulatory
Other
no
high
no
yes
yes
[60-70)
3
30
0
16
2
3
0
Missing
Other
Other
Other
no
no
yes
yes
yes
[70-80)
1
32
6
8
0
1
0
Cardiology
Circulatory
Circulatory
Respiratory
no
no
no
no
no
[60-70)
3
44
3
12
0
0
0
Surgery
Digestive
Other
Circulatory
no
no
no
yes
no
[70-80)
7
56
0
22
0
5
0
Missing
Other
Other
Diabetes
no
no
yes
yes
yes
[50-60)
1
37
1
17
2
0
0
Missing
Other
Other
Other
no
no
yes
yes
yes
[80-90)
4
31
0
17
0
1
0
Other
Circulatory
Circulatory
Other
no
no
no
yes
no
[50-60)
1
58
1
9
0
1
0
Surgery
Injury
Diabetes
Other
no
no
no
no
yes
[40-50)
5
37
0
9
0
0
0
Family/GeneralPractice
Circulatory
Circulatory
Diabetes
no
normal
yes
yes
no
[80-90)
2
23
0
4
0
0
0
Surgery
Digestive
Diabetes
Digestive
high
no
no
no
yes
[60-70)
2
43
0
6
0
0
0
Family/GeneralPractice
Circulatory
Diabetes
Circulatory
no
no
no
yes
yes
[70-80)
10
31
1
16
0
1
0
InternalMedicine
Other
Circulatory
Circulatory
no
no
no
yes
yes
[50-60)
3
7
3
22
5
0
0
Missing
Other
Diabetes
Other
no
no
yes
yes
no
[60-70)
3
42
2
6
0
0
0
Emergency/Trauma
Digestive
Other
Other
no
no
yes
yes
no
[70-80)
10
73
3
16
0
0
0
InternalMedicine
Respiratory
Diabetes
Circulatory
no
no
yes
yes
no
[80-90)
6
35
2
15
0
0
0
Other
Injury
Other
Other
no
no
no
yes
yes
[80-90)
6
45
0
23
0
0
0
Emergency/Trauma
Other
Other
Diabetes
no
no
yes
yes
no
[80-90)
5
10
0
9
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[80-90)
5
37
0
11
0
0
0
Missing
Other
Other
Other
no
no
no
no
yes
[80-90)
3
64
0
10
1
0
1
Missing
Circulatory
Other
Other
no
no
no
no
no
[50-60)
2
37
0
11
0
1
0
Missing
Respiratory
Other
Circulatory
no
no
yes
yes
no
[60-70)
10
68
4
16
0
0
0
Family/GeneralPractice
Circulatory
Diabetes
Other
no
normal
yes
yes
yes
[70-80)
3
53
0
16
0
0
1
Emergency/Trauma
Other
Other
Other
no
no
yes
yes
no
[70-80)
2
59
0
11
0
2
0
Missing
Injury
Other
Respiratory
no
no
yes
yes
no
[60-70)
1
32
0
1
0
0
0
Missing
Respiratory
Circulatory
Circulatory
no
no
no
no
no
[60-70)
5
57
0
26
0
0
1
Missing
Respiratory
Other
Diabetes
no
no
no
yes
no
[50-60)
1
47
1
12
0
0
0
Family/GeneralPractice
Musculoskeletal
Diabetes
Other
no
no
yes
yes
no
[40-50)
2
43
0
16
0
3
0
InternalMedicine
Circulatory
Other
Circulatory
no
no
no
yes
no
[70-80)
5
31
0
10
0
1
0
Missing
Circulatory
Circulatory
Circulatory
no
high
no
yes
yes
[70-80)
3
63
0
14
0
0
1
InternalMedicine
Other
Other
Circulatory
no
no
no
no
yes
[60-70)
1
58
1
14
0
0
0
Other
Injury
Other
Other
no
no
yes
yes
yes
[60-70)
4
40
1
8
0
1
0
Emergency/Trauma
Circulatory
Circulatory
Diabetes
no
no
no
yes
yes
[40-50)
5
1
0
5
0
2
0
Other
Other
Diabetes
Respiratory
no
no
no
no
yes
[80-90)
4
53
4
19
0
0
0
Missing
Other
Circulatory
Circulatory
no
no
no
no
yes
[80-90)
1
29
0
10
0
0
0
Family/GeneralPractice
Musculoskeletal
Diabetes
Circulatory
no
no
no
yes
yes
[60-70)
1
32
6
8
0
0
0
Cardiology
Injury
Circulatory
Circulatory
no
no
no
no
yes
[80-90)
3
56
0
11
0
0
0
Missing
Other
Other
Circulatory
no
normal
yes
yes
yes
[70-80)
5
55
3
19
1
0
0
Missing
Musculoskeletal
Other
Circulatory
no
no
yes
yes
no
[80-90)
5
59
0
13
0
1
0
InternalMedicine
Other
Other
Diabetes
no
no
no
yes
no
[50-60)
6
53
0
16
0
0
0
Other
Other
Injury
Circulatory
no
no
no
no
no
[80-90)
1
11
0
12
2
2
0
Family/GeneralPractice
Other
Respiratory
Other
normal
no
yes
yes
no
[70-80)
2
66
4
13
1
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
no
[70-80)
1
36
0
8
0
0
0
Cardiology
Circulatory
Other
Circulatory
no
no
no
yes
yes
[70-80)
6
15
0
15
4
0
0
Surgery
Other
Digestive
Injury
high
no
no
yes
yes
[60-70)
7
39
1
14
0
2
0
InternalMedicine
Respiratory
Musculoskeletal
Other
no
no
no
yes
yes
[70-80)
4
42
3
18
0
0
0
Missing
Diabetes
Other
Other
no
no
no
no
yes
[60-70)
6
45
0
23
0
0
0
Missing
Respiratory
Circulatory
Circulatory
no
no
yes
yes
no
[50-60)
5
72
0
18
0
0
0
Family/GeneralPractice
Circulatory
Circulatory
Diabetes
no
high
yes
yes
yes
[60-70)
12
49
6
42
0
0
0
Missing
Injury
Circulatory
Injury
no
no
no
no
yes
[60-70)
6
26
1
21
0
0
1
Missing
Digestive
Circulatory
Other
high
no
yes
yes
no
[70-80)
3
57
0
12
0
5
0
InternalMedicine
Circulatory
Other
Circulatory
normal
no
no
no
yes
[40-50)
3
38
0
17
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
no
[70-80)
3
65
0
20
15
1
0
Missing
Other
Circulatory
Circulatory
no
no
yes
yes
yes
[50-60)
6
72
0
12
0
0
0
Missing
Diabetes
Other
Digestive
no
no
yes
yes
yes
[50-60)
3
46
1
12
0
0
0
Other
Circulatory
Circulatory
Other
no
high
yes
yes
yes
[70-80)
4
1
0
15
0
1
0
Missing
Digestive
Circulatory
Circulatory
no
no
yes
yes
yes
[70-80)
2
4
1
13
3
1
0
Missing
Diabetes
Other
Other
no
no
no
no
no
[80-90)
2
44
0
19
0
2
1
InternalMedicine
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[60-70)
4
43
0
8
0
0
0
Other
Circulatory
Diabetes
Other
no
no
no
yes
no
[70-80)
7
42
4
34
0
0
0
Missing
Digestive
Other
Other
no
no
yes
yes
yes