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
[40-50)
1
14
0
12
0
0
0
Emergency/Trauma
Other
Diabetes
Other
no
no
yes
yes
yes
[70-80)
1
32
6
3
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[60-70)
12
39
0
15
0
0
0
InternalMedicine
Respiratory
Respiratory
Other
no
no
yes
yes
yes
[70-80)
14
84
6
23
0
0
0
Missing
Diabetes
Musculoskeletal
Circulatory
no
high
yes
yes
yes
[60-70)
3
40
0
19
0
0
0
InternalMedicine
Respiratory
Circulatory
Other
no
no
yes
yes
no
[60-70)
4
49
0
11
0
0
0
Family/GeneralPractice
Other
Respiratory
Circulatory
no
no
yes
yes
no
[80-90)
5
23
0
15
0
0
0
Family/GeneralPractice
Other
Other
Other
high
no
no
no
yes
[60-70)
3
34
1
6
0
0
0
Missing
Digestive
Diabetes
Circulatory
no
no
no
no
no
[60-70)
13
67
1
31
0
0
0
Missing
Circulatory
Other
Other
no
no
yes
yes
yes
[80-90)
6
55
0
14
0
0
0
Missing
Respiratory
Circulatory
Other
no
high
yes
yes
no
[70-80)
1
28
2
6
0
0
0
Cardiology
Circulatory
Circulatory
Other
no
no
no
yes
no
[70-80)
4
27
3
19
1
1
1
Missing
Diabetes
Other
Circulatory
no
high
no
yes
no
[80-90)
2
74
0
12
0
0
0
InternalMedicine
Other
Other
Circulatory
no
no
no
no
no
[80-90)
10
83
3
29
0
0
1
Family/GeneralPractice
Circulatory
Digestive
Circulatory
no
no
yes
yes
yes
[70-80)
5
33
0
19
0
1
0
Missing
Respiratory
Respiratory
Diabetes
no
no
no
no
yes
[80-90)
3
21
0
11
0
0
0
Missing
Circulatory
Circulatory
Circulatory
high
no
yes
yes
no
[80-90)
9
40
1
28
0
0
1
Other
Injury
Other
Other
no
no
yes
yes
no
[70-80)
2
20
1
21
0
0
0
Other
Other
Diabetes
Circulatory
no
no
yes
yes
no
[50-60)
1
5
0
16
0
1
0
Missing
Respiratory
Respiratory
Circulatory
no
no
yes
yes
no
[60-70)
1
32
5
18
0
0
0
Cardiology
Circulatory
Respiratory
Other
no
no
yes
yes
no
[70-80)
2
63
0
10
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
normal
no
yes
no
[80-90)
4
65
0
15
0
0
0
Missing
Other
Other
Other
no
normal
no
yes
no
[70-80)
2
36
0
9
0
1
0
Missing
Digestive
Other
Circulatory
no
no
no
yes
yes
[70-80)
14
43
0
13
0
1
0
Missing
Other
Respiratory
Respiratory
no
no
yes
yes
yes
[70-80)
1
47
6
23
0
0
0
Cardiology
Circulatory
Diabetes
Other
no
no
yes
yes
no
[70-80)
9
87
1
32
1
1
0
InternalMedicine
Other
Other
Other
no
no
yes
yes
yes
[90-100)
3
61
0
15
2
0
0
Missing
Other
Circulatory
Circulatory
no
high
yes
yes
no
[40-50)
5
1
3
2
0
0
0
Family/GeneralPractice
Digestive
Digestive
Other
no
no
no
no
no
[50-60)
4
41
3
17
2
1
3
Family/GeneralPractice
Digestive
Other
Circulatory
no
no
no
no
no
[80-90)
6
34
1
13
0
0
0
Missing
Other
Digestive
Other
no
no
no
no
no
[40-50)
2
37
4
25
0
0
1
Missing
Musculoskeletal
Diabetes
Circulatory
no
high
yes
yes
yes
[70-80)
6
38
1
27
0
4
0
Missing
Other
Circulatory
Other
high
no
no
yes
yes
[50-60)
1
28
0
7
0
0
0
Missing
Other
Other
Diabetes
no
no
yes
yes
yes
[40-50)
1
47
6
13
0
0
0
Missing
Injury
Circulatory
Circulatory
no
no
yes
yes
yes
[60-70)
1
84
6
27
0
0
0
Surgery
Circulatory
Circulatory
Respiratory
no
high
yes
yes
no
[40-50)
3
46
1
18
2
3
0
Missing
Circulatory
Circulatory
Diabetes
no
no
no
no
yes
[60-70)
6
69
6
31
0
0
0
Cardiology
Circulatory
Respiratory
Injury
no
no
yes
yes
no
[50-60)
3
52
6
14
0
0
0
Emergency/Trauma
Circulatory
Circulatory
Other
no
high
yes
yes
yes
[90-100)
6
56
0
7
0
0
0
Other
Other
Other
Other
no
no
no
no
no
[70-80)
3
53
0
6
0
0
0
Missing
Injury
Diabetes
Other
no
normal
no
yes
no
[60-70)
1
44
0
3
0
0
0
Other
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[70-80)
2
32
0
8
0
0
0
Other
Other
Other
Circulatory
no
no
no
yes
yes
[70-80)
4
23
2
16
0
3
0
Other
Injury
Respiratory
Other
no
no
yes
yes
no
[50-60)
4
76
1
26
0
0
0
Missing
Other
Circulatory
Circulatory
no
no
no
yes
yes
[60-70)
11
69
3
17
0
1
1
Missing
Injury
Circulatory
Circulatory
no
no
yes
yes
no
[80-90)
4
9
1
11
0
0
1
Surgery
Circulatory
Other
Circulatory
no
no
yes
yes
yes
[70-80)
2
50
0
6
2
0
0
Missing
Circulatory
Other
Diabetes
no
no
no
yes
yes
[60-70)
9
50
5
23
0
0
0
Other
Circulatory
Other
Circulatory
no
no
no
no
no
[80-90)
11
46
1
36
0
0
0
Other
Other
Other
Diabetes
no
high
yes
yes
no
[60-70)
4
52
0
11
0
1
1
Missing
Respiratory
Other
Respiratory
no
no
no
yes
no
[60-70)
1
50
1
10
0
0
0
Missing
Digestive
Circulatory
Diabetes
no
no
no
no
no
[50-60)
1
37
0
17
0
0
0
Missing
Respiratory
Diabetes
Circulatory
no
no
yes
yes
yes
[60-70)
2
17
0
11
0
0
0
Missing
Other
Other
Other
normal
no
yes
yes
no
[60-70)
1
48
0
16
3
4
0
Missing
Other
Other
Diabetes
no
no
no
no
yes
[70-80)
2
52
1
17
0
0
0
Surgery
Other
Circulatory
Diabetes
no
no
no
yes
no
[70-80)
2
1
0
6
2
1
0
Missing
Diabetes
Circulatory
Musculoskeletal
no
no
no
yes
yes
[70-80)
1
20
0
8
0
1
0
Missing
Injury
Circulatory
Circulatory
no
no
no
yes
no
[50-60)
3
53
2
7
0
0
0
Surgery
Other
Digestive
Diabetes
no
no
no
no
no
[70-80)
2
44
0
10
0
0
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
no
no
yes
no
[80-90)
5
72
0
20
0
0
0
Emergency/Trauma
Other
Other
Respiratory
no
no
yes
yes
yes
[80-90)
6
43
3
9
0
0
0
Emergency/Trauma
Digestive
Digestive
Other
no
no
no
no
yes
[70-80)
3
13
3
22
1
0
2
Other
Respiratory
Respiratory
Circulatory
high
no
yes
yes
yes
[60-70)
7
72
1
26
2
0
0
Surgery
Musculoskeletal
Other
Other
no
normal
no
yes
no
[60-70)
4
57
3
39
0
0
0
Surgery
Other
Digestive
Other
no
no
no
no
yes
[40-50)
3
32
1
16
0
0
0
Missing
Digestive
Diabetes
Other
no
no
yes
yes
no
[60-70)
6
49
1
31
0
1
0
InternalMedicine
Diabetes
Respiratory
Musculoskeletal
no
no
yes
yes
yes
[70-80)
1
19
0
9
1
2
0
Cardiology
Circulatory
Respiratory
Musculoskeletal
normal
no
no
yes
no
[50-60)
3
60
0
10
0
3
0
InternalMedicine
Respiratory
Circulatory
Diabetes
no
no
no
yes
yes
[60-70)
3
37
3
25
0
0
0
Missing
Other
Other
Other
no
no
no
yes
no
[80-90)
5
23
3
12
0
2
0
InternalMedicine
Circulatory
Diabetes
Other
no
no
yes
yes
yes
[70-80)
4
44
3
24
2
0
1
Surgery
Injury
Diabetes
Circulatory
no
no
yes
yes
yes
[60-70)
7
39
1
34
0
3
0
Missing
Other
Diabetes
Digestive
no
no
yes
yes
yes
[80-90)
5
40
2
20
0
0
0
Missing
Digestive
Circulatory
Circulatory
no
high
no
yes
no
[70-80)
3
20
0
22
2
1
0
Missing
Circulatory
Circulatory
Circulatory
high
no
yes
yes
yes
[70-80)
4
21
2
18
2
1
0
Missing
Musculoskeletal
Other
Circulatory
no
no
no
yes
yes
[70-80)
5
40
1
27
1
0
0
Missing
Musculoskeletal
Other
Other
no
no
yes
yes
yes
[50-60)
1
10
0
4
0
0
0
Missing
Musculoskeletal
Diabetes
Circulatory
no
no
no
yes
no
[70-80)
3
2
3
8
0
0
0
Cardiology
Circulatory
Circulatory
Other
no
no
no
yes
no
[40-50)
1
31
0
6
0
0
0
InternalMedicine
Diabetes
Other
Other
no
no
yes
yes
no
[80-90)
7
58
1
22
0
3
0
Other
Respiratory
Circulatory
Other
no
no
no
yes
no
[40-50)
5
54
0
23
0
1
0
Missing
Respiratory
Respiratory
Circulatory
no
no
yes
yes
yes
[40-50)
9
42
3
23
0
0
0
Family/GeneralPractice
Other
Respiratory
Other
no
no
no
no
yes
[70-80)
1
52
2
7
0
0
0
Other
Injury
Respiratory
Respiratory
no
no
no
no
no
[60-70)
4
56
2
20
0
0
0
Emergency/Trauma
Injury
Other
Circulatory
no
no
yes
yes
yes
[60-70)
2
27
0
12
0
0
0
Missing
Digestive
Respiratory
Diabetes
no
high
yes
yes
yes
[70-80)
6
62
5
23
0
0
0
Emergency/Trauma
Respiratory
Respiratory
Diabetes
no
no
yes
yes
yes
[50-60)
2
1
0
4
0
0
0
Other
Diabetes
Circulatory
Other
no
no
yes
yes
no
[40-50)
3
1
1
16
1
0
1
Emergency/Trauma
Other
Other
Other
no
no
yes
yes
yes
[50-60)
8
52
5
18
0
0
0
Cardiology
Respiratory
Circulatory
Other
no
no
no
yes
no
[60-70)
13
2
1
16
0
0
0
Other
Other
Other
Other
no
no
yes
yes
yes
[60-70)
1
46
0
10
0
0
0
Surgery
Respiratory
Other
Other
no
no
no
no
yes
[40-50)
5
9
1
20
0
1
0
Surgery
Injury
Injury
Other
normal
no
no
yes
no
[60-70)
1
50
5
8
0
2
0
Cardiology
Injury
Circulatory
Circulatory
no
high
no
yes
yes
[50-60)
1
13
0
13
0
3
0
Missing
Circulatory
Circulatory
Diabetes
no
no
yes
yes
yes
[70-80)
8
69
1
25
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
yes
yes
yes
[60-70)
5
50
0
19
2
1
0
Missing
Other
Other
Other
no
normal
no
yes
no
[60-70)
4
27
2
17
0
0
1
Missing
Respiratory
Respiratory
Other
no
no
yes
yes
no
[70-80)
8
25
0
20
0
0
0
Missing
Circulatory
Respiratory
Other
normal
no
no
no
yes
[40-50)
11
45
2
26
0
0
0
Missing
Diabetes
Injury
Injury
no
no
yes
yes
no
[50-60)
4
24
0
16
0
2
0
Family/GeneralPractice
Digestive
Other
Other
high
no
yes
yes
yes