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)
3
50
1
8
0
0
0
Missing
Digestive
Respiratory
Other
no
high
no
no
yes
[50-60)
3
32
0
15
0
0
0
Missing
Other
Other
Respiratory
no
no
no
no
yes
[60-70)
1
22
6
11
0
0
0
Cardiology
Circulatory
Circulatory
Diabetes
no
no
no
yes
no
[70-80)
5
2
0
8
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
yes
no
[70-80)
1
22
0
9
0
0
0
Family/GeneralPractice
Circulatory
Circulatory
Diabetes
normal
no
yes
yes
yes
[80-90)
2
45
3
16
0
0
0
Missing
Circulatory
Other
Circulatory
no
no
no
yes
no
[80-90)
5
68
0
20
0
1
0
Emergency/Trauma
Digestive
Other
Circulatory
no
no
yes
yes
no
[60-70)
5
73
3
23
3
1
0
Cardiology
Circulatory
Circulatory
Other
no
high
yes
yes
no
[70-80)
5
22
1
16
1
2
0
Missing
Circulatory
Other
Circulatory
no
no
no
no
no
[60-70)
4
23
1
19
0
0
0
Other
Musculoskeletal
Respiratory
Diabetes
high
no
yes
yes
no
[70-80)
1
43
0
12
0
0
0
Family/GeneralPractice
Circulatory
Circulatory
Other
no
no
no
no
no
[70-80)
7
45
4
7
0
0
0
Missing
Respiratory
Other
Circulatory
no
no
no
no
yes
[70-80)
5
51
0
28
0
0
0
Surgery
Respiratory
Respiratory
Other
no
no
yes
yes
yes
[60-70)
2
49
1
13
0
1
0
Surgery
Circulatory
Other
Circulatory
no
no
yes
yes
yes
[70-80)
7
56
5
16
1
0
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
normal
no
yes
yes
[60-70)
3
24
0
5
0
0
0
Missing
Circulatory
Diabetes
Other
no
no
no
yes
no
[40-50)
1
21
0
4
0
0
0
Surgery
Respiratory
Other
Circulatory
no
no
no
yes
no
[70-80)
5
48
0
16
0
1
0
Missing
Respiratory
Respiratory
Diabetes
no
no
no
no
yes
[80-90)
9
66
1
11
0
1
0
Missing
Other
Digestive
Other
no
no
no
yes
yes
[40-50)
1
58
6
4
0
0
1
Missing
Diabetes
Other
Other
no
no
yes
yes
no
[60-70)
5
34
3
14
0
1
0
Missing
Digestive
Digestive
Digestive
no
no
no
yes
no
[50-60)
4
68
1
16
0
0
0
Emergency/Trauma
Digestive
Respiratory
Musculoskeletal
no
high
yes
yes
no
[80-90)
4
22
0
7
0
0
0
Family/GeneralPractice
Respiratory
Other
Other
no
no
no
no
yes
[90-100)
7
67
2
18
0
1
0
Emergency/Trauma
Other
Circulatory
Circulatory
no
no
no
yes
yes
[60-70)
2
44
0
12
0
0
0
InternalMedicine
Other
Diabetes
Other
no
high
no
no
no
[60-70)
10
21
5
19
0
0
0
Surgery
Other
Other
Injury
no
no
no
no
yes
[70-80)
3
48
1
12
0
0
0
Other
Other
Circulatory
Circulatory
no
no
no
yes
yes
[70-80)
6
56
0
12
0
2
1
Family/GeneralPractice
Circulatory
Other
Diabetes
no
high
no
yes
yes
[50-60)
1
36
3
9
0
0
0
Cardiology
Circulatory
Circulatory
Diabetes
no
no
no
yes
yes
[60-70)
1
15
2
26
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[60-70)
5
42
0
13
0
4
0
Missing
Other
Other
Circulatory
no
no
no
yes
no
[70-80)
9
49
4
11
0
0
0
Missing
Respiratory
Other
Respiratory
no
no
no
yes
yes
[80-90)
3
52
0
7
0
0
0
Missing
Circulatory
Other
Diabetes
no
no
yes
yes
no
[60-70)
3
37
1
12
0
1
0
Family/GeneralPractice
Other
Diabetes
Other
no
no
yes
yes
yes
[80-90)
1
33
6
10
0
0
0
Other
Circulatory
Circulatory
Circulatory
no
no
no
no
no
[60-70)
8
88
5
54
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
normal
yes
yes
no
[50-60)
4
55
0
13
0
1
0
InternalMedicine
Other
Other
Diabetes
no
no
no
yes
yes
[80-90)
2
65
0
20
0
1
1
Missing
Circulatory
Other
Other
no
no
no
no
no
[70-80)
6
85
2
10
0
0
0
Other
Digestive
Other
Other
no
normal
yes
yes
no
[60-70)
4
39
0
22
3
0
2
Missing
Diabetes
Musculoskeletal
Circulatory
no
no
no
no
no
[60-70)
3
32
3
27
0
0
0
Other
Diabetes
Other
Circulatory
no
no
yes
yes
yes
[60-70)
5
65
0
22
0
5
0
Family/GeneralPractice
Circulatory
Circulatory
Other
no
no
yes
yes
yes
[60-70)
2
29
2
15
0
0
0
Missing
Other
Other
Circulatory
no
no
no
no
no
[70-80)
4
55
0
22
0
0
0
Missing
Respiratory
Respiratory
Circulatory
no
no
no
yes
no
[60-70)
1
44
0
7
0
0
0
InternalMedicine
Respiratory
Circulatory
Diabetes
no
no
yes
yes
no
[50-60)
3
19
1
12
0
0
2
Missing
Circulatory
Digestive
Other
no
no
yes
yes
yes
[40-50)
6
72
6
25
0
1
0
InternalMedicine
Circulatory
Diabetes
Other
no
no
yes
yes
yes
[60-70)
6
48
0
17
0
0
0
Missing
Injury
Circulatory
Respiratory
no
normal
yes
yes
no
[70-80)
12
70
1
19
0
0
0
Other
Other
Other
Other
no
normal
no
no
no
[60-70)
3
59
0
11
0
0
0
Missing
Other
Other
Circulatory
no
no
no
yes
yes
[90-100)
10
71
0
17
0
0
0
InternalMedicine
Other
Diabetes
Circulatory
no
no
no
yes
no
[40-50)
3
9
2
20
2
0
0
Missing
Other
Circulatory
Circulatory
no
no
no
yes
no
[90-100)
2
25
0
19
0
1
0
Missing
Circulatory
Circulatory
Other
no
no
no
yes
yes
[50-60)
1
46
5
8
0
0
0
Cardiology
Circulatory
Circulatory
Other
no
no
no
yes
no
[50-60)
3
39
0
14
0
0
0
Missing
Respiratory
Circulatory
Other
no
no
yes
yes
no
[50-60)
3
41
6
11
0
0
0
Emergency/Trauma
Digestive
Injury
Other
no
no
no
yes
no
[50-60)
10
62
4
42
1
0
0
Missing
Circulatory
Respiratory
Other
no
no
yes
yes
no
[50-60)
2
50
0
4
1
0
0
Missing
Other
Other
Other
no
no
no
no
yes
[50-60)
8
50
2
25
0
3
0
Emergency/Trauma
Other
Other
Circulatory
no
no
yes
yes
yes
[50-60)
3
58
1
24
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
no
no
yes
[50-60)
8
61
1
9
0
0
0
Missing
Other
Other
Diabetes
no
no
no
yes
yes
[50-60)
3
38
1
15
0
0
0
Missing
Digestive
Other
Diabetes
no
no
no
yes
yes
[80-90)
3
55
0
17
0
0
0
InternalMedicine
Respiratory
Circulatory
Circulatory
no
no
yes
yes
yes
[50-60)
5
41
0
5
0
0
0
Other
Other
Other
Circulatory
no
no
no
yes
no
[80-90)
6
56
0
15
0
1
0
Missing
Circulatory
Respiratory
Respiratory
no
no
no
no
yes
[80-90)
1
27
0
13
0
0
0
Missing
Other
Diabetes
Circulatory
no
high
yes
yes
yes
[60-70)
4
38
4
14
0
1
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[80-90)
1
12
0
11
0
0
0
Missing
Diabetes
Circulatory
Other
no
no
yes
yes
yes
[80-90)
2
28
4
20
0
0
0
Other
Other
Injury
Other
no
no
yes
yes
yes
[70-80)
4
77
0
12
4
1
0
Other
Circulatory
Circulatory
Other
no
no
yes
yes
yes
[70-80)
7
39
2
22
13
0
0
Family/GeneralPractice
Circulatory
Diabetes
Other
no
no
yes
yes
yes
[40-50)
6
61
1
16
0
0
0
InternalMedicine
Diabetes
Other
Musculoskeletal
high
no
yes
yes
yes
[50-60)
4
32
0
14
3
0
0
Missing
Other
Other
Other
no
high
yes
yes
no
[40-50)
3
3
1
8
0
0
0
Other
Diabetes
Other
Digestive
no
no
no
yes
yes
[80-90)
3
41
0
15
0
2
0
Missing
Injury
Other
Other
no
no
yes
yes
yes
[60-70)
2
34
2
20
0
1
0
Surgery
Circulatory
Diabetes
Other
no
no
yes
yes
no
[70-80)
4
43
0
19
0
0
0
Missing
Respiratory
Other
Other
no
no
no
yes
yes
[40-50)
8
64
4
22
2
0
0
Missing
Digestive
Injury
Other
no
no
yes
yes
no
[70-80)
1
49
1
10
0
0
0
Surgery
Circulatory
Diabetes
Other
no
no
no
yes
no
[60-70)
7
69
1
34
0
1
0
Family/GeneralPractice
Digestive
Respiratory
Other
no
no
no
yes
yes
[70-80)
4
43
0
9
0
0
0
Other
Circulatory
Digestive
Other
no
high
no
yes
no
[60-70)
12
57
5
21
0
0
0
Other
Diabetes
Other
Circulatory
no
no
yes
yes
yes
[60-70)
1
2
0
11
0
0
0
Missing
Circulatory
Respiratory
Other
no
no
no
yes
no
[60-70)
5
85
2
12
0
0
0
Family/GeneralPractice
Circulatory
Circulatory
Respiratory
no
no
no
no
no
[70-80)
1
50
2
9
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[40-50)
6
64
0
19
0
0
0
Missing
Respiratory
Respiratory
Other
no
high
yes
yes
no
[60-70)
3
39
0
14
0
0
0
Missing
Circulatory
Other
Circulatory
no
no
no
yes
yes
[80-90)
1
52
1
10
0
3
0
Missing
Circulatory
Circulatory
Circulatory
no
high
no
yes
no
[70-80)
2
17
3
14
0
0
0
Cardiology
Circulatory
Circulatory
Diabetes
no
no
no
yes
no
[50-60)
2
29
0
18
0
0
0
Missing
Other
Other
Circulatory
no
no
no
yes
no
[70-80)
1
30
0
15
0
0
0
Missing
Respiratory
Respiratory
Other
no
no
no
yes
yes
[80-90)
4
43
3
12
0
0
0
Missing
Digestive
Respiratory
Circulatory
no
no
no
no
no
[70-80)
1
9
1
20
0
0
0
Missing
Circulatory
Respiratory
Respiratory
high
no
yes
yes
no
[50-60)
7
62
5
43
0
0
0
Cardiology
Circulatory
Diabetes
Injury
no
no
yes
yes
no
[70-80)
8
61
2
23
0
0
0
InternalMedicine
Musculoskeletal
Circulatory
Injury
no
no
no
yes
yes
[70-80)
12
48
3
28
0
3
0
Missing
Respiratory
Respiratory
Circulatory
no
no
no
no
yes
[80-90)
4
30
2
13
0
2
1
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[70-80)
3
32
6
15
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[60-70)
3
25
0
16
0
0
0
Missing
Respiratory
Diabetes
Circulatory
normal
no
yes
yes
no
[80-90)
5
78
3
21
0
0
0
Missing
Respiratory
Circulatory
Other
no
no
yes
yes
no