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)
14
52
4
20
0
0
0
Missing
Circulatory
Circulatory
Respiratory
no
no
no
no
no
[60-70)
6
68
0
16
2
0
1
Missing
Respiratory
Musculoskeletal
Other
no
no
no
no
yes
[50-60)
2
9
3
8
0
0
0
Emergency/Trauma
Respiratory
Circulatory
Other
no
no
yes
yes
no
[60-70)
1
8
0
10
0
0
0
Missing
Respiratory
Musculoskeletal
Other
no
no
yes
yes
no
[40-50)
3
44
0
18
0
3
2
Family/GeneralPractice
Respiratory
Circulatory
Circulatory
no
no
yes
yes
yes
[80-90)
3
54
0
12
5
4
2
Missing
Digestive
Other
Other
no
no
no
no
yes
[50-60)
4
40
1
11
0
0
0
Missing
Musculoskeletal
Musculoskeletal
Diabetes
no
no
yes
yes
no
[60-70)
4
2
0
16
0
0
0
Surgery
Other
Other
Other
no
no
yes
yes
yes
[60-70)
2
63
1
8
2
0
0
Missing
Other
Other
Diabetes
no
no
yes
yes
yes
[60-70)
5
74
2
17
0
1
0
Missing
Diabetes
Other
Other
no
no
yes
yes
no
[60-70)
7
53
1
15
0
3
0
Missing
Circulatory
Circulatory
Respiratory
no
no
no
no
yes
[50-60)
3
29
0
6
0
0
0
Emergency/Trauma
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[50-60)
4
10
3
20
0
0
0
Family/GeneralPractice
Other
Musculoskeletal
Other
no
no
no
no
no
[50-60)
5
42
6
11
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[50-60)
1
10
0
1
0
0
0
Surgery
Injury
Injury
Injury
no
no
no
yes
yes
[70-80)
10
38
3
33
0
2
0
InternalMedicine
Injury
Injury
Other
no
no
no
no
yes
[50-60)
7
43
2
23
0
0
0
Missing
Circulatory
Respiratory
Other
no
no
no
yes
yes
[60-70)
2
52
2
9
0
0
0
Surgery
Other
Diabetes
Other
no
no
yes
yes
no
[60-70)
10
35
2
22
0
1
0
Other
Circulatory
Other
Other
no
no
no
yes
yes
[70-80)
5
58
2
15
0
0
0
Missing
Digestive
Diabetes
Circulatory
no
no
yes
yes
yes
[70-80)
3
41
0
10
0
0
0
Missing
Circulatory
Diabetes
Other
no
no
no
yes
yes
[70-80)
4
65
4
24
1
2
2
Missing
Other
Diabetes
Other
no
no
yes
yes
no
[70-80)
4
40
1
15
2
3
0
InternalMedicine
Respiratory
Diabetes
Respiratory
no
no
no
yes
yes
[50-60)
3
29
0
16
1
1
0
Missing
Circulatory
Diabetes
Respiratory
no
no
no
yes
yes
[80-90)
4
44
0
21
0
2
0
InternalMedicine
Diabetes
Circulatory
Other
no
no
no
no
yes
[70-80)
3
69
1
17
0
0
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[50-60)
4
26
0
15
1
1
0
Missing
Respiratory
Circulatory
Other
no
no
yes
yes
yes
[60-70)
3
40
0
11
0
0
0
Missing
Circulatory
Other
Diabetes
no
no
no
no
no
[70-80)
5
52
1
9
0
0
0
Other
Respiratory
Other
Other
no
no
no
no
no
[40-50)
3
48
0
11
0
0
0
Missing
Diabetes
Circulatory
Other
no
high
yes
yes
no
[70-80)
7
27
6
39
0
0
0
Surgery
Circulatory
Injury
Respiratory
no
no
yes
yes
no
[70-80)
6
55
0
15
0
0
0
Family/GeneralPractice
Circulatory
Circulatory
Digestive
no
no
no
no
no
[70-80)
3
17
1
8
0
2
0
Other
Injury
Respiratory
Diabetes
no
no
no
no
no
[60-70)
1
21
0
7
0
0
0
Family/GeneralPractice
Circulatory
Circulatory
Diabetes
high
no
no
yes
no
[80-90)
3
50
0
23
0
0
0
Missing
Other
Circulatory
Diabetes
no
no
yes
yes
yes
[70-80)
2
48
6
15
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
no
yes
no
[80-90)
3
38
0
1
0
0
0
Missing
Circulatory
Diabetes
Other
no
no
no
no
no
[60-70)
5
48
2
17
0
0
0
Other
Musculoskeletal
Circulatory
Diabetes
no
high
yes
yes
no
[70-80)
6
54
1
9
0
0
0
Other
Other
Circulatory
Circulatory
no
normal
no
no
no
[60-70)
5
1
1
9
0
0
1
Emergency/Trauma
Other
Other
Other
no
no
no
yes
yes
[70-80)
3
34
0
20
5
0
2
Missing
Other
Diabetes
Circulatory
no
no
yes
yes
yes
[40-50)
1
13
0
4
0
0
0
Missing
Injury
Other
Other
no
no
no
yes
no
[60-70)
10
70
4
17
0
6
0
Missing
Other
Other
Digestive
no
no
no
no
yes
[70-80)
3
21
0
8
0
2
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[50-60)
5
4
0
18
1
1
4
Missing
Circulatory
Circulatory
Diabetes
no
no
no
no
yes
[80-90)
6
64
3
11
1
1
0
Family/GeneralPractice
Circulatory
Respiratory
Respiratory
no
normal
no
yes
no
[70-80)
8
2
1
18
0
1
0
Other
Other
Other
Other
no
no
no
yes
yes
[80-90)
9
62
4
38
3
1
0
Missing
Circulatory
Injury
Circulatory
no
no
yes
yes
no
[90-100)
8
51
0
15
0
1
0
Missing
Other
Circulatory
Diabetes
no
no
yes
yes
no
[70-80)
4
77
0
18
0
0
0
InternalMedicine
Circulatory
Circulatory
Other
no
high
yes
yes
no
[70-80)
5
59
0
12
0
2
0
Missing
Digestive
Circulatory
Digestive
no
no
no
no
yes
[70-80)
2
41
0
20
0
1
0
Missing
Other
Injury
Other
no
no
no
no
no
[70-80)
1
33
1
13
0
0
0
Emergency/Trauma
Other
Other
Diabetes
no
normal
yes
yes
no
[80-90)
2
63
6
23
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
normal
yes
yes
yes
[70-80)
9
10
3
11
0
0
0
Missing
Other
Other
Digestive
no
no
no
no
no
[80-90)
3
64
0
17
0
0
0
Missing
Other
Circulatory
Circulatory
no
no
no
yes
yes
[80-90)
3
45
0
4
0
0
0
Missing
Diabetes
Other
Other
no
no
no
yes
no
[70-80)
4
51
4
16
0
0
0
Cardiology
Circulatory
Circulatory
Respiratory
no
no
no
no
no
[60-70)
7
47
3
20
0
7
0
InternalMedicine
Injury
Circulatory
Circulatory
no
no
yes
yes
yes
[50-60)
1
40
0
10
0
0
0
Emergency/Trauma
Other
Respiratory
Other
no
no
yes
yes
no
[80-90)
1
51
0
9
0
0
0
Missing
Respiratory
Other
Respiratory
no
no
no
no
yes
[80-90)
8
70
4
27
0
0
0
Other
Respiratory
Respiratory
Respiratory
no
no
yes
yes
no
[60-70)
3
29
1
8
0
0
0
InternalMedicine
Digestive
Circulatory
Diabetes
no
no
no
no
yes
[50-60)
1
53
0
5
0
0
0
InternalMedicine
Diabetes
Diabetes
Other
no
high
yes
yes
no
[80-90)
3
49
6
12
1
3
0
Missing
Circulatory
Circulatory
Diabetes
no
no
yes
yes
yes
[60-70)
1
7
1
11
0
1
0
Family/GeneralPractice
Circulatory
Circulatory
Other
no
no
no
no
yes
[50-60)
6
36
1
14
0
0
4
Missing
Diabetes
Digestive
Musculoskeletal
no
no
no
yes
no
[60-70)
2
38
2
27
0
2
0
Surgery
Other
Injury
Respiratory
no
no
yes
yes
no
[70-80)
1
34
2
8
0
0
0
Missing
Other
Digestive
Digestive
no
no
yes
yes
no
[90-100)
3
61
0
14
0
0
0
Missing
Respiratory
Circulatory
Circulatory
no
high
yes
yes
no
[40-50)
1
43
0
14
0
0
0
Missing
Respiratory
Diabetes
Circulatory
no
no
yes
yes
no
[50-60)
7
54
0
34
0
1
1
Missing
Respiratory
Other
Other
high
high
yes
yes
yes
[40-50)
4
34
2
15
0
4
0
Other
Circulatory
Diabetes
Circulatory
no
no
yes
yes
yes
[40-50)
1
30
0
2
0
0
3
Missing
Digestive
Other
Circulatory
no
no
no
yes
no
[60-70)
3
39
0
12
0
0
0
Family/GeneralPractice
Digestive
Diabetes
Circulatory
no
no
yes
yes
yes
[60-70)
6
52
1
16
0
0
0
Family/GeneralPractice
Respiratory
Other
Circulatory
no
no
yes
yes
yes
[60-70)
4
98
4
17
0
0
0
Cardiology
Respiratory
Circulatory
Circulatory
no
high
no
no
no
[70-80)
8
53
6
18
0
0
0
Missing
Diabetes
Circulatory
Other
no
no
no
yes
yes
[80-90)
5
21
0
15
0
0
0
Missing
Respiratory
Other
Other
normal
no
yes
yes
yes
[60-70)
2
36
0
10
0
0
0
InternalMedicine
Other
Circulatory
Diabetes
no
high
yes
yes
no
[40-50)
2
40
0
10
0
0
0
Surgery
Other
Other
Diabetes
no
no
no
no
no
[50-60)
7
50
3
18
0
1
2
InternalMedicine
Digestive
Other
Other
no
no
yes
yes
yes
[90-100)
5
56
0
27
0
0
0
Missing
Circulatory
Respiratory
Circulatory
no
no
yes
yes
yes
[60-70)
7
49
1
12
0
0
0
Family/GeneralPractice
Other
Other
Respiratory
no
high
yes
yes
yes
[40-50)
4
18
3
19
0
0
0
Family/GeneralPractice
Circulatory
Other
Other
high
no
yes
yes
yes
[60-70)
1
50
0
16
0
0
0
Missing
Other
Other
Circulatory
no
no
yes
yes
yes
[60-70)
2
41
0
14
0
0
0
Missing
Respiratory
Respiratory
Digestive
no
no
no
no
yes
[80-90)
2
2
3
8
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[80-90)
5
43
2
9
0
1
0
Emergency/Trauma
Digestive
Respiratory
Digestive
no
normal
no
no
yes
[50-60)
10
57
5
37
1
0
0
Missing
Circulatory
Other
Diabetes
no
no
no
yes
no
[80-90)
4
50
3
13
0
3
0
Missing
Circulatory
Circulatory
Circulatory
no
high
no
yes
yes
[70-80)
6
28
0
16
0
2
1
Missing
Circulatory
Circulatory
Diabetes
no
no
no
yes
yes
[60-70)
4
37
4
15
0
2
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
no
[60-70)
10
50
4
26
0
0
0
Missing
Circulatory
Other
Other
no
no
yes
yes
no
[40-50)
1
33
0
8
0
0
0
Missing
Respiratory
Digestive
Circulatory
no
no
no
no
no
[50-60)
12
43
5
32
0
0
0
Cardiology
Circulatory
Respiratory
Respiratory
no
no
no
yes
no
[80-90)
3
38
0
14
0
1
0
Family/GeneralPractice
Respiratory
Circulatory
Circulatory
no
no
yes
yes
no
[70-80)
2
33
3
11
0
0
0
Missing
Respiratory
Circulatory
Circulatory
no
no
no
yes
yes
[60-70)
5
32
1
16
5
0
0
Surgery
Diabetes
Other
Circulatory
no
no
no
yes
yes
[80-90)
2
64
0
16
0
0
0
Missing
Other
Other
Circulatory
no
no
no
no
no