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)
5
1
5
7
0
0
0
Family/GeneralPractice
Other
Other
Injury
no
no
yes
yes
no
[80-90)
2
39
0
7
0
0
0
InternalMedicine
Other
Digestive
Other
no
no
no
no
no
[60-70)
2
41
0
11
0
0
0
Missing
Circulatory
Respiratory
Diabetes
no
no
no
no
yes
[60-70)
6
47
4
30
0
0
0
Missing
Circulatory
Respiratory
Circulatory
no
no
yes
yes
no
[50-60)
3
14
0
7
0
0
0
Missing
Other
Other
Other
no
no
no
yes
no
[60-70)
11
77
2
27
0
1
0
InternalMedicine
Diabetes
Circulatory
Circulatory
no
no
yes
yes
yes
[40-50)
3
49
3
34
0
0
0
Cardiology
Injury
Circulatory
Diabetes
no
high
yes
yes
yes
[50-60)
3
60
0
8
0
0
0
Missing
Diabetes
Other
Other
no
high
yes
yes
no
[40-50)
4
46
0
11
0
0
0
Family/GeneralPractice
Circulatory
Circulatory
Diabetes
no
no
no
yes
no
[50-60)
8
89
0
13
0
0
0
InternalMedicine
Digestive
Diabetes
Other
no
high
yes
yes
no
[70-80)
2
37
0
12
2
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[50-60)
1
21
2
20
0
0
0
Missing
Other
Circulatory
Diabetes
no
no
no
no
no
[80-90)
4
20
0
10
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
yes
yes
no
[40-50)
2
38
0
12
0
1
0
Missing
Circulatory
Circulatory
Diabetes
no
no
no
yes
yes
[80-90)
9
67
2
22
3
3
1
Missing
Injury
Other
Other
no
no
no
no
yes
[70-80)
6
26
2
12
0
0
2
InternalMedicine
Digestive
Other
Other
no
no
no
yes
yes
[50-60)
2
28
0
17
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[70-80)
5
53
4
18
0
0
0
Cardiology
Respiratory
Injury
Circulatory
no
no
yes
yes
yes
[50-60)
14
75
2
18
0
1
0
Surgery
Injury
Diabetes
Other
no
no
no
yes
yes
[50-60)
2
60
1
21
0
0
0
Other
Musculoskeletal
Musculoskeletal
Diabetes
no
no
no
no
yes
[70-80)
7
56
0
13
0
1
1
Missing
Injury
Other
Injury
no
no
no
no
no
[50-60)
12
80
0
25
0
0
0
Missing
Other
Circulatory
Other
no
high
yes
yes
yes
[80-90)
1
32
0
5
0
0
0
Emergency/Trauma
Other
Respiratory
Diabetes
no
high
yes
yes
yes
[80-90)
8
74
3
18
0
0
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
normal
no
no
no
[70-80)
3
38
2
16
0
0
0
Cardiology
Respiratory
Respiratory
Circulatory
no
no
no
no
no
[70-80)
2
1
0
8
0
1
0
Missing
Circulatory
Other
Musculoskeletal
no
no
no
no
yes
[60-70)
3
39
2
18
0
1
0
Emergency/Trauma
Digestive
Other
Other
no
no
yes
yes
yes
[40-50)
2
10
0
11
0
0
0
Family/GeneralPractice
Circulatory
Respiratory
Diabetes
no
no
yes
yes
no
[90-100)
2
51
0
10
0
0
0
Emergency/Trauma
Diabetes
Other
Other
no
no
no
yes
yes
[90-100)
6
68
0
14
0
0
0
InternalMedicine
Other
Circulatory
Other
no
no
no
no
yes
[50-60)
2
43
3
12
0
0
0
InternalMedicine
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[70-80)
1
45
0
8
0
1
0
Emergency/Trauma
Other
Circulatory
Diabetes
no
no
yes
yes
yes
[70-80)
10
51
3
14
0
3
0
Other
Other
Circulatory
Circulatory
no
no
no
no
yes
[60-70)
8
92
1
18
0
0
0
Other
Other
Other
Other
no
high
no
yes
no
[60-70)
2
44
1
21
0
3
12
Family/GeneralPractice
Circulatory
Respiratory
Diabetes
no
no
no
yes
yes
[40-50)
5
67
1
19
0
1
0
Missing
Digestive
Digestive
Other
no
no
no
no
no
[60-70)
2
36
0
9
0
0
0
InternalMedicine
Circulatory
Diabetes
Circulatory
no
high
no
no
yes
[70-80)
11
76
1
19
1
5
0
InternalMedicine
Other
Other
Circulatory
no
no
no
yes
yes
[60-70)
2
37
0
9
0
4
0
Other
Other
Circulatory
Other
no
no
no
no
no
[70-80)
3
67
0
10
1
0
0
InternalMedicine
Respiratory
Other
Other
no
no
no
no
no
[80-90)
1
54
0
5
0
0
0
Missing
Other
Other
Other
no
no
no
yes
yes
[90-100)
3
46
0
13
0
0
0
Family/GeneralPractice
Circulatory
Other
Diabetes
no
high
yes
yes
yes
[80-90)
4
38
1
17
0
0
0
Other
Injury
Circulatory
Circulatory
no
normal
no
yes
no
[40-50)
1
42
0
17
0
0
0
Missing
Respiratory
Other
Diabetes
no
normal
no
no
yes
[50-60)
2
64
2
16
0
0
0
Surgery
Other
Other
Diabetes
no
no
no
yes
no
[80-90)
9
42
0
9
0
0
0
Missing
Other
Circulatory
Diabetes
normal
no
no
yes
yes
[60-70)
2
31
2
17
0
0
0
Missing
Other
Other
Diabetes
no
no
yes
yes
no
[50-60)
7
51
0
13
0
0
0
Missing
Circulatory
Circulatory
Respiratory
no
high
no
no
no
[50-60)
6
33
2
18
0
1
0
Surgery
Injury
Missing
Missing
no
high
yes
yes
no
[70-80)
3
19
1
25
0
0
0
Other
Injury
Circulatory
Respiratory
no
no
no
no
no
[60-70)
1
46
0
12
0
4
0
Missing
Respiratory
Respiratory
Circulatory
no
high
no
yes
yes
[50-60)
4
66
0
23
0
4
0
Family/GeneralPractice
Other
Circulatory
Circulatory
no
normal
yes
yes
yes
[90-100)
2
54
0
8
0
0
0
InternalMedicine
Circulatory
Circulatory
Other
no
no
no
no
no
[50-60)
7
43
1
29
0
3
0
InternalMedicine
Circulatory
Other
Diabetes
no
no
yes
yes
yes
[60-70)
1
21
1
15
0
1
0
Missing
Other
Circulatory
Diabetes
no
no
no
yes
no
[80-90)
2
38
1
7
0
0
0
Family/GeneralPractice
Diabetes
Other
Other
no
no
yes
yes
no
[70-80)
8
61
2
19
0
0
0
Cardiology
Circulatory
Circulatory
Other
no
no
no
yes
yes
[60-70)
5
45
2
11
0
0
0
Family/GeneralPractice
Circulatory
Digestive
Other
no
high
yes
yes
no
[80-90)
11
52
2
22
0
0
0
Missing
Other
Respiratory
Diabetes
no
no
yes
yes
no
[70-80)
7
79
3
22
0
5
1
Missing
Other
Respiratory
Other
no
no
no
yes
no
[70-80)
1
44
0
25
0
2
0
Missing
Circulatory
Respiratory
Other
no
no
yes
yes
yes
[60-70)
2
55
0
5
0
0
0
Missing
Diabetes
Other
Other
no
no
yes
yes
no
[70-80)
5
44
3
48
0
0
0
Missing
Circulatory
Diabetes
Missing
no
no
yes
yes
no
[70-80)
7
75
2
17
0
1
0
InternalMedicine
Circulatory
Other
Other
no
no
yes
yes
yes
[70-80)
4
62
0
12
0
0
0
Other
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[70-80)
1
44
0
7
0
0
0
Family/GeneralPractice
Respiratory
Circulatory
Musculoskeletal
no
no
no
yes
no
[70-80)
1
32
0
5
0
0
0
Missing
Other
Circulatory
Circulatory
no
no
no
no
no
[60-70)
2
16
1
8
0
1
0
Missing
Respiratory
Circulatory
Circulatory
no
no
yes
yes
yes
[80-90)
4
48
2
19
0
0
0
Missing
Other
Respiratory
Other
no
normal
no
no
no
[50-60)
5
70
0
18
0
1
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[60-70)
6
55
2
11
2
3
0
Emergency/Trauma
Circulatory
Other
Diabetes
no
no
no
no
yes
[40-50)
2
37
0
8
0
0
0
Missing
Respiratory
Diabetes
Circulatory
no
no
yes
yes
yes
[60-70)
7
53
1
30
2
3
0
Missing
Circulatory
Respiratory
Respiratory
no
no
no
no
yes
[70-80)
13
71
3
22
0
0
0
Missing
Injury
Injury
Other
no
no
yes
yes
no
[80-90)
2
40
1
8
0
0
1
Missing
Injury
Other
Other
no
no
no
yes
no
[50-60)
4
52
3
17
0
0
0
InternalMedicine
Other
Diabetes
Other
no
no
yes
yes
no
[60-70)
2
3
0
10
2
1
1
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[50-60)
5
39
4
13
0
4
1
Emergency/Trauma
Other
Circulatory
Other
no
no
yes
yes
yes
[60-70)
3
3
1
29
0
0
0
Missing
Musculoskeletal
Injury
Other
no
no
no
no
no
[50-60)
4
39
0
17
0
0
0
Missing
Injury
Digestive
Diabetes
no
no
no
yes
no
[60-70)
7
7
3
38
1
0
1
Other
Musculoskeletal
Other
Respiratory
no
no
yes
yes
yes
[60-70)
8
44
3
34
0
2
0
InternalMedicine
Other
Respiratory
Diabetes
no
no
yes
yes
yes
[60-70)
1
32
0
8
0
0
0
Missing
Digestive
Other
Circulatory
no
no
no
no
no
[80-90)
6
54
0
19
0
0
0
Missing
Circulatory
Respiratory
Circulatory
no
no
yes
yes
no
[70-80)
4
16
1
20
0
1
0
Other
Other
Other
Injury
normal
no
yes
yes
no
[70-80)
1
24
0
10
2
0
0
Cardiology
Circulatory
Circulatory
Diabetes
normal
no
no
no
no
[50-60)
8
49
4
24
0
0
0
Missing
Other
Other
Diabetes
no
no
no
no
no
[60-70)
3
1
2
19
2
0
0
Missing
Respiratory
Respiratory
Circulatory
no
no
yes
yes
no
[60-70)
2
11
0
12
0
2
0
Missing
Other
Injury
Other
no
no
yes
yes
yes
[40-50)
9
67
0
15
0
0
0
Emergency/Trauma
Diabetes
Circulatory
Other
no
high
yes
yes
no
[80-90)
1
51
3
16
0
0
0
Emergency/Trauma
Respiratory
Other
Other
no
no
yes
yes
yes
[80-90)
2
11
5
12
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[40-50)
4
56
0
14
0
0
0
Missing
Other
Other
Other
no
no
yes
yes
yes
[50-60)
7
67
3
34
1
0
1
Emergency/Trauma
Respiratory
Respiratory
Diabetes
no
no
yes
yes
no
[60-70)
9
54
3
35
0
2
0
Other
Injury
Other
Musculoskeletal
no
no
yes
yes
yes
[50-60)
8
62
2
20
0
1
1
Missing
Digestive
Other
Other
no
high
yes
yes
no
[40-50)
6
67
1
10
0
0
0
Other
Digestive
Diabetes
Other
no
high
yes
yes
yes
[60-70)
3
10
5
17
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[80-90)
1
37
0
4
0
2
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[70-80)
3
11
3
21
3
0
0
Family/GeneralPractice
Circulatory
Circulatory
Circulatory
normal
no
yes
yes
no