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
[80-90)
3
35
0
16
0
1
2
Emergency/Trauma
Circulatory
Respiratory
Circulatory
no
no
no
yes
no
[40-50)
3
31
0
10
1
1
0
Family/GeneralPractice
Injury
Diabetes
Other
no
no
yes
yes
yes
[80-90)
10
43
1
3
0
0
0
InternalMedicine
Circulatory
Circulatory
Diabetes
no
no
no
no
no
[70-80)
7
53
2
32
0
4
0
Missing
Injury
Other
Circulatory
no
no
no
yes
no
[60-70)
2
16
0
11
1
0
0
Missing
Other
Respiratory
Circulatory
normal
no
no
yes
no
[80-90)
4
37
0
11
0
0
0
Family/GeneralPractice
Digestive
Respiratory
Diabetes
no
no
no
yes
no
[40-50)
3
34
1
15
0
0
0
InternalMedicine
Musculoskeletal
Diabetes
Other
no
normal
yes
yes
no
[80-90)
2
35
0
15
0
0
0
Missing
Respiratory
Other
Injury
no
no
no
yes
yes
[50-60)
5
20
1
38
0
0
0
Other
Musculoskeletal
Other
Diabetes
no
no
yes
yes
no
[60-70)
4
53
0
15
0
0
0
InternalMedicine
Respiratory
Circulatory
Circulatory
no
high
no
yes
no
[70-80)
2
8
1
14
0
0
0
Other
Other
Other
Respiratory
no
no
no
yes
no
[50-60)
13
50
4
38
0
0
0
InternalMedicine
Circulatory
Circulatory
Injury
no
no
no
yes
yes
[80-90)
5
43
2
19
0
1
1
Missing
Other
Other
Circulatory
no
no
no
no
yes
[70-80)
4
52
1
14
0
3
0
Missing
Other
Other
Respiratory
no
no
yes
yes
no
[40-50)
4
66
0
17
0
0
0
Cardiology
Digestive
Diabetes
Other
no
no
no
yes
no
[60-70)
2
46
1
16
0
0
0
Missing
Musculoskeletal
Diabetes
Circulatory
no
no
no
yes
no
[60-70)
5
44
0
10
0
0
0
Family/GeneralPractice
Other
Other
Other
no
no
no
yes
no
[40-50)
2
7
3
23
0
0
0
Missing
Other
Digestive
Other
no
no
yes
yes
no
[50-60)
5
53
1
26
0
0
0
Missing
Respiratory
Circulatory
Diabetes
no
high
yes
yes
no
[80-90)
4
1
0
2
0
0
0
Missing
Other
Other
Other
no
no
no
no
no
[80-90)
5
76
0
17
0
4
0
Missing
Circulatory
Other
Other
no
no
no
yes
yes
[80-90)
3
42
0
13
0
1
1
Missing
Other
Other
Diabetes
no
no
yes
yes
yes
[60-70)
2
26
0
13
0
2
0
Missing
Other
Other
Other
no
no
no
yes
yes
[70-80)
2
40
1
19
1
0
0
InternalMedicine
Digestive
Diabetes
Missing
no
no
no
yes
no
[40-50)
9
43
4
23
0
5
0
InternalMedicine
Other
Other
Other
no
no
yes
yes
yes
[60-70)
3
49
5
14
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[70-80)
5
43
0
8
0
0
0
Missing
Respiratory
Circulatory
Circulatory
no
no
no
no
yes
[70-80)
5
44
1
8
2
7
0
Missing
Digestive
Other
Digestive
no
no
no
no
yes
[50-60)
2
39
0
20
0
9
2
InternalMedicine
Digestive
Digestive
Circulatory
no
no
no
yes
yes
[80-90)
1
35
0
17
0
1
0
Missing
Respiratory
Diabetes
Circulatory
no
no
yes
yes
yes
[80-90)
1
9
0
10
0
0
0
Missing
Other
Digestive
Other
no
no
no
yes
yes
[70-80)
6
36
1
14
0
0
0
InternalMedicine
Injury
Other
Injury
no
no
yes
yes
no
[80-90)
3
70
0
13
2
0
0
Cardiology
Circulatory
Other
Circulatory
no
no
no
no
no
[70-80)
1
28
0
4
0
0
0
Family/GeneralPractice
Circulatory
Circulatory
Diabetes
no
no
no
no
yes
[50-60)
10
26
1
27
0
0
0
Missing
Diabetes
Other
Other
high
no
yes
yes
yes
[90-100)
11
51
1
12
0
0
0
InternalMedicine
Other
Other
Circulatory
no
no
no
no
no
[50-60)
5
50
2
27
0
1
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[60-70)
5
45
3
14
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
yes
yes
yes
[90-100)
2
63
0
9
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
no
[80-90)
4
57
0
15
0
0
0
InternalMedicine
Other
Circulatory
Other
no
normal
no
yes
no
[70-80)
4
53
3
18
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
no
no
no
[70-80)
7
10
0
10
0
2
1
Other
Other
Circulatory
Other
no
no
no
no
no
[60-70)
2
40
0
22
0
0
0
Missing
Respiratory
Circulatory
Circulatory
no
no
no
yes
no
[70-80)
5
48
1
9
0
0
0
Missing
Other
Other
Missing
no
high
yes
yes
no
[60-70)
1
60
0
9
0
0
0
Emergency/Trauma
Digestive
Other
Diabetes
no
no
yes
yes
yes
[60-70)
7
49
1
15
0
2
0
Missing
Other
Circulatory
Other
no
no
no
no
no
[70-80)
2
47
0
20
0
2
0
InternalMedicine
Respiratory
Circulatory
Circulatory
no
no
no
yes
yes
[70-80)
3
55
0
10
2
2
0
Missing
Digestive
Missing
Other
no
no
yes
yes
yes
[80-90)
2
23
0
12
1
1
0
Surgery
Digestive
Other
Circulatory
high
no
no
yes
yes
[70-80)
2
51
0
16
0
0
0
Family/GeneralPractice
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[70-80)
3
37
0
8
0
1
0
Missing
Circulatory
Circulatory
Injury
no
no
yes
yes
yes
[80-90)
5
51
0
19
0
1
0
InternalMedicine
Digestive
Other
Other
no
normal
yes
yes
no
[70-80)
4
20
1
16
0
0
0
Missing
Musculoskeletal
Circulatory
Diabetes
no
no
yes
yes
no
[60-70)
2
4
1
14
1
1
0
Missing
Other
Diabetes
Other
no
no
yes
yes
yes
[80-90)
3
22
2
15
0
1
0
Missing
Other
Respiratory
Other
no
no
no
yes
no
[80-90)
3
66
0
8
0
0
0
Family/GeneralPractice
Circulatory
Other
Diabetes
no
high
yes
yes
yes
[50-60)
1
4
0
2
0
0
0
Missing
Circulatory
Other
Other
no
no
no
no
no
[50-60)
6
32
0
20
0
0
0
Missing
Other
Other
Diabetes
no
no
yes
yes
no
[70-80)
1
8
0
8
0
0
0
Missing
Digestive
Circulatory
Circulatory
no
no
no
no
yes
[80-90)
4
52
0
11
1
1
0
Missing
Other
Other
Other
no
no
yes
yes
yes
[80-90)
1
44
3
5
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
no
no
no
[80-90)
3
3
1
7
0
0
0
Emergency/Trauma
Circulatory
Other
Other
no
high
yes
yes
yes
[80-90)
3
60
1
17
0
0
0
Emergency/Trauma
Other
Circulatory
Other
no
normal
yes
yes
yes
[80-90)
3
52
2
13
0
0
0
Missing
Other
Other
Circulatory
no
no
no
no
yes
[70-80)
3
60
1
10
0
0
0
Missing
Respiratory
Other
Circulatory
no
no
no
no
no
[40-50)
4
22
1
33
0
2
0
Missing
Respiratory
Respiratory
Respiratory
high
no
yes
yes
yes
[90-100)
6
9
0
10
0
1
0
Emergency/Trauma
Circulatory
Circulatory
Respiratory
no
no
no
yes
yes
[50-60)
4
33
1
6
0
0
0
Other
Injury
Diabetes
Other
no
no
yes
yes
no
[80-90)
4
64
0
17
0
0
1
Emergency/Trauma
Circulatory
Circulatory
Other
no
high
yes
yes
yes
[60-70)
2
3
1
24
0
0
0
Missing
Musculoskeletal
Respiratory
Diabetes
no
no
yes
yes
no
[80-90)
2
56
0
15
1
0
0
Missing
Digestive
Other
Circulatory
no
normal
no
yes
yes
[80-90)
14
53
0
13
0
0
0
Missing
Other
Other
Other
no
no
no
no
no
[50-60)
2
57
0
16
0
0
0
Missing
Respiratory
Diabetes
Circulatory
no
no
no
no
no
[60-70)
6
35
1
18
5
0
0
Surgery
Diabetes
Other
Other
no
high
yes
yes
yes
[70-80)
11
60
1
12
0
3
0
Emergency/Trauma
Other
Other
Circulatory
no
no
yes
yes
no
[40-50)
3
9
3
13
0
0
0
Missing
Other
Circulatory
Other
no
no
yes
yes
no
[40-50)
4
91
1
17
0
1
0
Missing
Circulatory
Other
Diabetes
no
high
yes
yes
no
[60-70)
3
57
6
20
0
2
0
Emergency/Trauma
Other
Circulatory
Circulatory
no
no
yes
yes
no
[40-50)
2
59
0
11
0
0
0
Missing
Digestive
Other
Respiratory
no
normal
no
no
no
[70-80)
4
68
0
28
0
1
0
Emergency/Trauma
Respiratory
Respiratory
Other
no
no
yes
yes
yes
[70-80)
4
34
0
14
0
1
0
Emergency/Trauma
Respiratory
Other
Other
no
no
yes
yes
no
[60-70)
3
50
0
13
2
1
0
Missing
Digestive
Circulatory
Other
no
no
no
no
yes
[80-90)
11
1
2
8
0
1
0
InternalMedicine
Other
Other
Other
no
no
yes
yes
yes
[70-80)
5
74
1
17
0
1
1
Missing
Respiratory
Other
Other
no
no
no
yes
no
[80-90)
14
57
3
10
0
0
0
Other
Other
Other
Diabetes
no
no
yes
yes
no
[60-70)
6
47
3
56
0
1
0
Surgery
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[60-70)
10
20
0
17
0
2
0
Family/GeneralPractice
Other
Circulatory
Circulatory
no
no
no
no
yes
[70-80)
4
16
0
16
0
0
0
Emergency/Trauma
Respiratory
Other
Circulatory
no
no
yes
yes
yes
[60-70)
3
28
1
16
4
0
0
Missing
Injury
Other
Circulatory
no
no
yes
yes
yes
[90-100)
8
43
0
12
0
1
0
Missing
Circulatory
Circulatory
Other
no
high
no
no
yes
[70-80)
8
50
1
26
0
2
1
InternalMedicine
Diabetes
Circulatory
Other
no
no
yes
yes
yes
[50-60)
1
51
1
13
0
0
0
Missing
Digestive
Circulatory
Circulatory
no
no
no
no
yes
[70-80)
3
49
3
14
0
0
0
Other
Musculoskeletal
Other
Circulatory
no
high
no
yes
no
[80-90)
10
39
1
17
0
1
0
InternalMedicine
Other
Other
Other
no
no
no
yes
yes
[40-50)
2
55
0
9
0
0
0
Missing
Respiratory
Circulatory
Other
no
high
no
no
no
[50-60)
7
50
0
14
0
1
0
Family/GeneralPractice
Diabetes
Circulatory
Other
no
no
yes
yes
no
[60-70)
2
46
1
23
1
0
0
Other
Other
Circulatory
Other
no
no
no
yes
yes
[70-80)
2
17
1
19
0
0
0
Missing
Other
Diabetes
Other
no
no
no
yes
yes
[80-90)
4
76
0
19
0
0
0
Missing
Circulatory
Respiratory
Respiratory
no
normal
no
yes
no
[70-80)
3
73
2
17
0
1
0
Other
Circulatory
Respiratory
Respiratory
no
no
no
no
no