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
[40-50)
1
23
0
11
0
0
0
Emergency/Trauma
Diabetes
Other
Other
no
high
yes
yes
yes
[50-60)
8
74
1
26
0
2
0
Missing
Digestive
Other
Other
no
no
yes
yes
yes
[80-90)
2
54
0
14
0
0
0
Missing
Circulatory
Other
Diabetes
no
no
no
yes
yes
[40-50)
1
27
0
8
0
0
1
InternalMedicine
Respiratory
Diabetes
Circulatory
no
no
no
yes
no
[50-60)
14
33
3
38
0
0
0
Other
Other
Respiratory
Other
no
no
yes
yes
no
[50-60)
8
63
3
14
0
1
0
Missing
Digestive
Other
Diabetes
no
no
yes
yes
yes
[70-80)
7
35
1
12
0
0
0
Emergency/Trauma
Other
Other
Other
no
no
yes
yes
yes
[60-70)
1
9
1
14
0
0
0
Missing
Respiratory
Diabetes
Circulatory
no
no
no
yes
no
[80-90)
2
2
2
12
0
1
0
InternalMedicine
Circulatory
Circulatory
Other
no
no
yes
yes
no
[50-60)
12
76
6
31
0
1
0
Cardiology
Circulatory
Diabetes
Injury
no
high
yes
yes
no
[70-80)
4
19
0
16
0
0
0
Missing
Other
Other
Digestive
no
no
yes
yes
no
[60-70)
4
38
1
9
1
2
0
Surgery
Diabetes
Musculoskeletal
Musculoskeletal
no
no
yes
yes
yes
[60-70)
11
17
3
31
0
0
0
Family/GeneralPractice
Respiratory
Respiratory
Respiratory
high
no
no
no
no
[70-80)
3
50
0
19
0
1
0
Missing
Other
Other
Other
no
no
no
yes
no
[40-50)
5
30
6
34
0
0
1
Other
Musculoskeletal
Other
Musculoskeletal
no
no
no
no
yes
[50-60)
8
62
2
14
0
5
0
Family/GeneralPractice
Injury
Circulatory
Other
no
high
yes
yes
yes
[50-60)
1
45
0
13
1
0
0
Family/GeneralPractice
Diabetes
Digestive
Diabetes
no
no
no
yes
no
[70-80)
5
56
0
16
1
0
0
Missing
Diabetes
Other
Other
high
no
no
yes
yes
[60-70)
3
44
0
13
0
0
0
Missing
Circulatory
Diabetes
Circulatory
no
normal
no
yes
yes
[50-60)
2
1
0
14
0
0
0
Missing
Respiratory
Respiratory
Diabetes
no
no
yes
yes
no
[60-70)
6
18
0
16
0
1
0
Missing
Other
Other
Circulatory
normal
no
no
no
no
[50-60)
12
1
0
3
0
0
0
Other
Other
Diabetes
Missing
no
no
no
yes
no
[50-60)
5
63
0
7
0
2
0
InternalMedicine
Circulatory
Diabetes
Other
no
high
yes
yes
yes
[40-50)
6
25
0
15
0
3
2
Missing
Digestive
Other
Digestive
normal
no
no
no
yes
[60-70)
1
31
2
16
0
2
0
Cardiology
Circulatory
Circulatory
Diabetes
no
no
no
no
yes
[50-60)
1
46
4
8
0
0
0
Cardiology
Circulatory
Diabetes
Other
no
no
no
no
yes
[50-60)
3
69
5
13
3
0
0
Cardiology
Circulatory
Diabetes
Circulatory
no
no
no
yes
yes
[80-90)
6
62
1
19
0
5
0
Emergency/Trauma
Other
Circulatory
Other
no
high
no
yes
yes
[70-80)
5
56
0
16
0
1
0
InternalMedicine
Respiratory
Other
Circulatory
no
no
no
yes
yes
[70-80)
4
41
0
14
0
1
0
Missing
Other
Other
Other
no
high
no
no
no
[40-50)
3
73
2
3
0
0
0
Surgery
Injury
Injury
Injury
no
high
no
no
no
[50-60)
3
29
2
14
0
0
0
Missing
Other
Diabetes
Circulatory
no
no
yes
yes
no
[70-80)
5
14
1
8
0
2
0
Surgery
Injury
Other
Circulatory
no
no
no
yes
yes
[70-80)
3
76
0
12
0
0
0
Other
Other
Circulatory
Other
no
high
yes
yes
no
[40-50)
4
27
4
28
0
1
0
Surgery
Circulatory
Circulatory
Diabetes
no
no
yes
yes
yes
[70-80)
2
36
0
9
0
1
0
Missing
Circulatory
Respiratory
Circulatory
no
no
yes
yes
yes
[50-60)
4
50
0
14
0
0
0
Missing
Circulatory
Diabetes
Circulatory
no
normal
yes
yes
no
[70-80)
4
54
0
6
0
0
0
InternalMedicine
Respiratory
Diabetes
Circulatory
no
no
no
no
no
[50-60)
3
73
0
15
0
0
0
Missing
Respiratory
Circulatory
Other
no
no
yes
yes
yes
[50-60)
3
40
2
12
0
0
0
Missing
Digestive
Digestive
Digestive
no
no
no
yes
no
[70-80)
4
73
0
19
0
0
0
Missing
Other
Respiratory
Other
no
no
no
yes
no
[60-70)
3
14
0
10
0
0
0
Missing
Circulatory
Other
Diabetes
no
no
no
yes
yes
[70-80)
1
67
0
17
0
2
1
InternalMedicine
Circulatory
Other
Diabetes
no
no
yes
yes
yes
[80-90)
2
29
4
15
0
0
0
Missing
Circulatory
Injury
Circulatory
no
no
yes
yes
yes
[50-60)
5
42
2
7
4
0
0
Surgery
Digestive
Other
Diabetes
no
no
no
yes
yes
[90-100)
5
46
0
14
0
0
0
Missing
Injury
Other
Circulatory
no
no
yes
yes
no
[50-60)
7
39
1
17
0
1
1
Emergency/Trauma
Digestive
Digestive
Diabetes
no
no
no
no
yes
[50-60)
8
52
1
24
0
0
1
InternalMedicine
Circulatory
Circulatory
Other
no
no
yes
yes
yes
[70-80)
2
6
0
9
9
0
1
Missing
Injury
Circulatory
Circulatory
no
no
no
yes
yes
[50-60)
11
52
0
23
1
3
0
Missing
Other
Other
Musculoskeletal
no
no
no
no
yes
[60-70)
1
50
0
17
0
2
0
Missing
Circulatory
Circulatory
Respiratory
no
no
no
yes
yes
[80-90)
2
23
0
10
0
1
0
Missing
Circulatory
Musculoskeletal
Other
no
no
no
no
yes
[80-90)
8
77
0
8
1
0
0
Missing
Other
Other
Other
no
high
no
no
no
[60-70)
4
46
0
18
0
6
0
Missing
Injury
Other
Other
no
no
no
yes
yes
[40-50)
7
62
5
29
0
5
1
Emergency/Trauma
Circulatory
Circulatory
Other
no
high
yes
yes
yes
[40-50)
5
36
0
20
0
0
0
Missing
Injury
Injury
Circulatory
no
no
yes
yes
no
[70-80)
11
35
3
23
0
1
0
Other
Other
Respiratory
Circulatory
no
no
no
no
no
[40-50)
1
35
1
18
0
0
0
Surgery
Musculoskeletal
Circulatory
Diabetes
no
high
no
yes
no
[40-50)
3
36
0
15
0
0
0
InternalMedicine
Circulatory
Other
Other
no
no
no
no
no
[90-100)
4
48
0
12
0
1
0
Other
Circulatory
Circulatory
Respiratory
no
high
no
yes
yes
[70-80)
4
42
1
15
0
0
0
Other
Respiratory
Circulatory
Respiratory
no
no
no
yes
yes
[90-100)
3
28
0
12
0
1
0
Missing
Other
Other
Other
no
no
no
no
no
[70-80)
10
57
2
18
0
0
0
InternalMedicine
Other
Other
Other
no
no
no
yes
no
[80-90)
7
47
0
14
0
1
1
Missing
Digestive
Circulatory
Respiratory
no
no
no
no
yes
[70-80)
6
61
0
22
0
0
0
InternalMedicine
Circulatory
Circulatory
Other
no
normal
yes
yes
yes
[40-50)
2
70
0
12
0
0
0
Missing
Circulatory
Other
Diabetes
no
no
yes
yes
yes
[80-90)
1
39
1
23
0
0
0
Surgery
Digestive
Other
Diabetes
no
no
yes
yes
no
[60-70)
6
31
5
17
1
1
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[80-90)
12
59
1
15
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
no
[80-90)
9
58
5
21
0
2
0
Surgery
Diabetes
Other
Respiratory
no
no
yes
yes
yes
[60-70)
4
38
6
13
1
1
0
Other
Circulatory
Other
Diabetes
no
no
yes
yes
yes
[60-70)
1
1
6
15
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[60-70)
12
88
4
21
0
0
0
Missing
Other
Other
Circulatory
no
no
no
no
no
[60-70)
6
55
5
11
0
0
4
Emergency/Trauma
Other
Other
Circulatory
no
no
no
yes
yes
[50-60)
4
39
3
18
0
0
0
InternalMedicine
Other
Diabetes
Diabetes
no
no
no
yes
no
[70-80)
5
39
0
14
0
0
0
Missing
Diabetes
Circulatory
Respiratory
no
high
yes
yes
yes
[80-90)
14
56
0
22
0
3
0
Missing
Other
Circulatory
Musculoskeletal
no
no
yes
yes
no
[50-60)
2
40
6
14
0
1
0
Missing
Circulatory
Circulatory
Circulatory
no
high
no
no
no
[60-70)
4
56
0
8
0
1
0
Missing
Circulatory
Other
Other
no
no
no
no
no
[50-60)
11
39
3
34
0
2
0
Family/GeneralPractice
Injury
Diabetes
Other
no
no
yes
yes
yes
[60-70)
2
54
1
18
0
0
0
Missing
Circulatory
Other
Other
no
no
yes
yes
yes
[60-70)
12
28
6
10
0
0
0
Emergency/Trauma
Other
Other
Circulatory
no
no
yes
yes
no
[70-80)
6
57
6
24
0
1
0
Emergency/Trauma
Other
Other
Other
no
no
yes
yes
yes
[60-70)
3
1
1
19
0
0
0
Missing
Injury
Other
Diabetes
no
no
no
yes
no
[70-80)
8
58
0
21
4
1
0
Missing
Respiratory
Respiratory
Other
no
no
yes
yes
yes
[50-60)
12
59
6
21
0
1
0
Family/GeneralPractice
Diabetes
Other
Diabetes
no
no
yes
yes
yes
[60-70)
7
41
1
35
0
1
0
InternalMedicine
Diabetes
Other
Other
no
no
yes
yes
no
[70-80)
3
40
2
18
0
0
0
InternalMedicine
Digestive
Other
Other
no
no
no
yes
no
[70-80)
3
75
0
15
0
0
0
Family/GeneralPractice
Circulatory
Circulatory
Diabetes
no
no
yes
yes
yes
[70-80)
8
49
1
27
0
0
0
InternalMedicine
Other
Other
Circulatory
no
no
yes
yes
no
[60-70)
2
57
5
21
0
3
0
Family/GeneralPractice
Digestive
Circulatory
Diabetes
no
no
yes
yes
no
[70-80)
2
34
5
5
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[70-80)
5
14
6
9
0
1
1
Missing
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[40-50)
3
64
1
12
0
1
0
Missing
Digestive
Other
Other
no
no
no
no
yes
[90-100)
3
71
0
9
0
0
0
Cardiology
Other
Other
Circulatory
no
no
no
no
no
[50-60)
2
43
1
12
0
0
0
InternalMedicine
Other
Circulatory
Diabetes
no
no
yes
yes
yes
[80-90)
2
18
1
6
1
0
0
Missing
Injury
Other
Other
no
no
no
yes
no
[50-60)
4
40
0
10
12
1
0
Missing
Diabetes
Other
Musculoskeletal
no
normal
yes
yes
yes
[70-80)
4
54
0
14
0
1
1
InternalMedicine
Circulatory
Other
Diabetes
no
no
no
yes
no
[80-90)
4
77
1
17
0
0
0
Missing
Other
Respiratory
Diabetes
no
no
yes
yes
no