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)
5
19
0
14
0
5
0
InternalMedicine
Circulatory
Diabetes
Other
no
no
no
yes
yes
[70-80)
9
39
5
26
0
1
0
Missing
Other
Digestive
Other
no
no
no
yes
yes
[60-70)
2
49
0
16
1
2
1
Missing
Other
Other
Other
no
no
yes
yes
yes
[60-70)
10
48
0
21
0
0
0
Missing
Respiratory
Respiratory
Circulatory
no
no
yes
yes
no
[80-90)
3
11
0
13
0
0
0
Missing
Respiratory
Respiratory
Other
normal
no
yes
yes
no
[70-80)
3
57
0
12
0
0
0
Missing
Circulatory
Injury
Injury
no
no
no
no
yes
[80-90)
6
44
0
15
0
1
1
Missing
Other
Injury
Other
no
no
no
yes
yes
[80-90)
3
56
1
8
0
0
0
InternalMedicine
Injury
Missing
Missing
no
no
no
yes
yes
[40-50)
5
50
3
23
0
1
0
Surgery
Circulatory
Diabetes
Circulatory
no
no
yes
yes
no
[50-60)
3
44
1
7
0
0
0
Family/GeneralPractice
Other
Digestive
Diabetes
no
no
yes
yes
no
[80-90)
5
78
3
27
0
0
0
Missing
Other
Respiratory
Other
no
normal
yes
yes
yes
[80-90)
3
23
1
13
1
0
1
Missing
Circulatory
Circulatory
Other
no
no
no
yes
no
[70-80)
4
40
0
11
0
0
0
InternalMedicine
Circulatory
Other
Diabetes
no
no
yes
yes
no
[60-70)
5
62
0
26
8
3
0
Missing
Circulatory
Other
Other
no
no
yes
yes
yes
[80-90)
2
44
2
12
0
0
0
Other
Circulatory
Circulatory
Diabetes
no
no
yes
yes
yes
[60-70)
5
27
2
24
0
0
0
Missing
Musculoskeletal
Diabetes
Other
no
no
yes
yes
no
[60-70)
2
48
2
7
1
0
2
Missing
Other
Circulatory
Diabetes
no
high
no
yes
no
[50-60)
9
68
6
61
0
1
0
Cardiology
Circulatory
Other
Circulatory
no
no
yes
yes
no
[40-50)
9
67
2
17
0
2
1
Missing
Diabetes
Other
Other
no
normal
yes
yes
yes
[80-90)
4
60
1
11
0
1
1
Emergency/Trauma
Other
Other
Circulatory
no
no
no
yes
no
[50-60)
1
18
0
2
0
0
1
Missing
Respiratory
Circulatory
Circulatory
no
no
no
no
no
[50-60)
1
25
1
26
0
0
0
Surgery
Digestive
Respiratory
Other
no
no
no
yes
no
[70-80)
5
97
0
26
0
0
0
InternalMedicine
Circulatory
Digestive
Digestive
high
high
no
no
no
[50-60)
13
47
1
33
0
0
0
InternalMedicine
Digestive
Other
Other
no
no
yes
yes
no
[80-90)
4
12
0
16
3
0
0
Family/GeneralPractice
Other
Circulatory
Diabetes
normal
no
yes
yes
no
[80-90)
2
1
0
11
0
1
0
Emergency/Trauma
Other
Circulatory
Circulatory
no
no
yes
yes
yes
[90-100)
14
42
0
10
0
1
0
Missing
Other
Other
Diabetes
no
no
yes
yes
no
[90-100)
10
78
0
23
0
1
0
Other
Other
Other
Other
no
no
no
yes
no
[60-70)
3
29
1
8
0
0
0
Emergency/Trauma
Injury
Diabetes
Injury
no
no
yes
yes
no
[80-90)
10
52
0
25
1
3
0
Missing
Other
Other
Diabetes
no
no
yes
yes
no
[80-90)
5
62
0
14
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
no
yes
yes
[80-90)
2
34
0
10
0
1
0
InternalMedicine
Digestive
Diabetes
Circulatory
no
no
no
yes
yes
[40-50)
3
50
0
11
0
0
0
InternalMedicine
Circulatory
Circulatory
Diabetes
no
high
yes
yes
no
[60-70)
6
31
1
13
0
1
0
Missing
Diabetes
Circulatory
Other
no
high
no
yes
yes
[60-70)
3
52
1
21
0
0
0
Missing
Musculoskeletal
Other
Respiratory
no
high
yes
yes
no
[50-60)
1
20
5
19
0
0
1
Cardiology
Circulatory
Circulatory
Diabetes
no
no
no
yes
yes
[70-80)
4
48
6
21
2
0
0
Missing
Circulatory
Circulatory
Other
no
no
no
no
no
[50-60)
5
33
5
13
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
yes
no
[60-70)
3
46
1
13
0
0
0
Emergency/Trauma
Digestive
Diabetes
Digestive
no
no
no
yes
yes
[80-90)
8
18
6
32
2
1
1
Missing
Respiratory
Other
Digestive
high
no
yes
yes
no
[80-90)
6
19
0
13
0
1
0
Family/GeneralPractice
Other
Diabetes
Circulatory
normal
no
no
yes
no
[60-70)
1
13
0
3
0
0
0
Missing
Injury
Other
Other
no
no
no
yes
yes
[70-80)
2
9
0
9
0
0
0
Missing
Diabetes
Other
Respiratory
no
no
no
yes
yes
[50-60)
2
42
0
13
3
11
2
Missing
Digestive
Digestive
Other
no
no
no
yes
yes
[50-60)
2
36
1
27
0
1
1
Surgery
Musculoskeletal
Other
Diabetes
no
no
yes
yes
no
[70-80)
3
52
2
22
2
0
0
Missing
Musculoskeletal
Other
Diabetes
no
no
yes
yes
no
[80-90)
4
49
0
13
0
0
0
Missing
Respiratory
Other
Circulatory
no
no
no
no
no
[70-80)
5
6
0
11
0
0
2
Missing
Other
Respiratory
Other
no
no
no
yes
yes
[70-80)
1
19
5
13
0
0
0
Cardiology
Circulatory
Other
Circulatory
no
no
no
yes
yes
[70-80)
1
3
2
19
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
no
no
no
[60-70)
10
52
3
52
0
0
0
Surgery
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[60-70)
9
60
1
17
0
3
0
Missing
Digestive
Respiratory
Diabetes
no
no
no
no
no
[50-60)
10
49
1
19
0
2
0
Emergency/Trauma
Circulatory
Circulatory
Other
no
no
yes
yes
yes
[80-90)
5
50
0
19
0
0
0
InternalMedicine
Respiratory
Diabetes
Circulatory
no
no
yes
yes
no
[50-60)
5
28
0
11
0
2
0
Missing
Respiratory
Circulatory
Circulatory
no
no
yes
yes
yes
[90-100)
6
56
2
29
1
1
1
Missing
Diabetes
Other
Respiratory
no
no
no
no
no
[70-80)
5
53
0
25
0
1
0
Emergency/Trauma
Respiratory
Respiratory
Circulatory
no
no
no
yes
yes
[60-70)
1
19
0
8
5
2
0
Missing
Circulatory
Circulatory
Other
normal
no
no
yes
yes
[50-60)
1
38
3
21
0
0
0
Surgery
Injury
Circulatory
Other
no
no
no
no
no
[80-90)
4
43
0
12
0
0
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
no
no
no
no
[50-60)
4
52
0
18
0
0
0
Missing
Respiratory
Respiratory
Diabetes
no
no
no
yes
no
[70-80)
7
71
1
31
0
0
0
Family/GeneralPractice
Other
Other
Circulatory
no
no
yes
yes
yes
[50-60)
2
1
1
11
2
0
0
Missing
Diabetes
Musculoskeletal
Circulatory
no
no
yes
yes
no
[70-80)
4
43
2
10
0
0
0
Missing
Other
Circulatory
Circulatory
no
no
no
no
no
[80-90)
6
49
1
13
0
0
0
Cardiology
Circulatory
Circulatory
Respiratory
no
no
yes
yes
no
[50-60)
4
58
0
19
0
0
0
Other
Respiratory
Circulatory
Circulatory
no
high
yes
yes
yes
[70-80)
6
10
1
21
0
2
4
Missing
Respiratory
Other
Other
high
no
yes
yes
no
[60-70)
2
24
2
22
0
0
0
Surgery
Musculoskeletal
Diabetes
Circulatory
no
no
yes
yes
yes
[70-80)
1
15
0
5
3
0
2
Missing
Digestive
Diabetes
Musculoskeletal
high
no
no
yes
yes
[40-50)
1
44
0
6
0
0
1
Other
Other
Other
Other
no
no
no
no
no
[60-70)
8
50
0
19
0
1
0
Missing
Other
Digestive
Other
no
high
no
yes
yes
[70-80)
4
49
0
13
0
1
0
Missing
Circulatory
Respiratory
Circulatory
no
no
no
yes
yes
[70-80)
2
1
0
11
0
0
0
Family/GeneralPractice
Circulatory
Circulatory
Circulatory
no
no
no
no
no
[60-70)
2
89
0
15
0
1
0
Missing
Circulatory
Other
Other
no
no
yes
yes
yes
[50-60)
7
24
5
8
1
0
1
Family/GeneralPractice
Other
Injury
Injury
no
no
yes
yes
yes
[70-80)
1
40
0
7
0
0
0
Missing
Respiratory
Other
Diabetes
no
no
yes
yes
yes
[50-60)
4
14
1
19
3
0
0
Other
Musculoskeletal
Diabetes
Circulatory
no
no
yes
yes
no
[80-90)
2
48
0
6
0
0
0
Missing
Musculoskeletal
Other
Other
no
normal
no
yes
no
[60-70)
8
58
0
16
3
2
0
Missing
Respiratory
Respiratory
Other
no
no
yes
yes
yes
[40-50)
1
58
0
11
0
0
0
Missing
Injury
Diabetes
Other
no
no
yes
yes
no
[50-60)
6
30
3
15
0
1
0
Cardiology
Other
Other
Circulatory
no
no
no
yes
no
[60-70)
3
40
0
8
0
0
0
InternalMedicine
Respiratory
Respiratory
Other
no
no
no
yes
no
[90-100)
8
36
0
26
0
0
0
Family/GeneralPractice
Respiratory
Respiratory
Circulatory
no
no
yes
yes
no
[70-80)
1
34
3
10
1
0
0
Missing
Circulatory
Circulatory
Circulatory
no
high
no
no
yes
[40-50)
2
49
1
12
0
0
0
Emergency/Trauma
Other
Other
Other
no
no
no
yes
no
[60-70)
6
55
0
12
0
0
0
Emergency/Trauma
Other
Respiratory
Other
no
no
no
no
no
[80-90)
8
33
3
26
0
1
0
Emergency/Trauma
Other
Other
Circulatory
no
no
yes
yes
no
[80-90)
6
36
1
19
0
1
0
Missing
Digestive
Other
Circulatory
no
no
yes
yes
no
[80-90)
1
13
0
12
0
1
0
Missing
Other
Other
Other
no
no
no
yes
no
[50-60)
1
11
0
5
2
0
0
InternalMedicine
Diabetes
Other
Other
no
no
yes
yes
yes
[60-70)
3
26
1
27
0
0
0
Missing
Musculoskeletal
Other
Circulatory
no
no
yes
yes
no
[50-60)
3
55
6
10
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
high
no
no
no
[60-70)
6
25
0
27
0
0
0
Missing
Respiratory
Circulatory
Circulatory
normal
no
no
no
no
[60-70)
2
27
2
6
0
1
0
Missing
Other
Injury
Diabetes
no
no
no
yes
yes
[60-70)
3
44
3
26
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
no
no
no
[70-80)
10
54
2
19
0
0
1
Missing
Diabetes
Other
Circulatory
no
no
no
no
yes
[60-70)
4
70
1
10
0
2
0
Missing
Circulatory
Circulatory
Other
no
no
no
no
yes
[50-60)
10
41
1
10
0
0
0
InternalMedicine
Diabetes
Other
Musculoskeletal
no
high
yes
yes
yes
[70-80)
10
47
0
16
0
0
0
Other
Other
Other
Diabetes
no
no
yes
yes
no
[70-80)
1
50
2
27
1
0
0
Surgery
Circulatory
Circulatory
Other
no
normal
no
no
yes