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)
1
10
0
9
0
3
0
Missing
Other
Circulatory
Other
no
no
no
yes
no
[60-70)
1
24
1
12
0
0
0
InternalMedicine
Circulatory
Respiratory
Circulatory
no
no
no
yes
no
[60-70)
1
24
2
16
1
0
0
Missing
Other
Diabetes
Other
no
no
yes
yes
yes
[50-60)
2
47
0
10
1
0
0
Other
Other
Diabetes
Other
no
no
no
no
no
[60-70)
5
2
3
13
2
0
0
Other
Other
Other
Other
no
no
no
yes
yes
[60-70)
5
7
4
5
0
0
0
Missing
Digestive
Other
Respiratory
no
no
no
no
yes
[50-60)
1
19
0
13
2
0
2
Family/GeneralPractice
Respiratory
Diabetes
Circulatory
high
no
yes
yes
no
[60-70)
6
35
3
26
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[70-80)
2
53
1
14
0
0
0
Missing
Respiratory
Circulatory
Circulatory
no
no
no
no
no
[40-50)
3
57
0
12
1
2
0
InternalMedicine
Circulatory
Respiratory
Circulatory
no
no
no
yes
no
[60-70)
1
65
2
11
2
1
0
Missing
Circulatory
Other
Circulatory
no
no
no
no
yes
[70-80)
3
16
0
13
0
0
0
Missing
Circulatory
Other
Other
no
no
yes
yes
no
[40-50)
3
1
3
17
3
0
3
Missing
Other
Diabetes
Digestive
no
no
yes
yes
no
[70-80)
2
45
0
14
0
1
0
InternalMedicine
Digestive
Circulatory
Injury
no
no
yes
yes
no
[70-80)
1
1
3
7
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[50-60)
3
2
1
5
0
0
0
Missing
Other
Circulatory
Other
no
no
no
no
no
[70-80)
3
20
1
43
0
0
0
Other
Musculoskeletal
Other
Other
no
no
no
yes
no
[60-70)
3
9
3
11
0
0
1
Missing
Other
Circulatory
Circulatory
no
no
no
no
yes
[40-50)
3
6
2
16
1
0
0
Missing
Other
Other
Diabetes
no
no
yes
yes
yes
[80-90)
5
23
3
25
1
0
0
Other
Other
Musculoskeletal
Diabetes
normal
no
yes
yes
yes
[60-70)
7
44
4
30
0
2
0
Missing
Injury
Other
Respiratory
no
no
no
yes
yes
[80-90)
1
26
0
4
0
0
0
InternalMedicine
Circulatory
Other
Circulatory
no
no
no
no
no
[60-70)
10
49
4
23
0
0
0
Missing
Respiratory
Respiratory
Respiratory
no
high
no
no
yes
[80-90)
3
43
0
10
0
0
0
InternalMedicine
Other
Other
Diabetes
no
no
no
yes
yes
[70-80)
7
86
5
48
0
0
0
Cardiology
Circulatory
Circulatory
Respiratory
no
no
yes
yes
no
[40-50)
5
37
1
19
0
1
0
Missing
Diabetes
Other
Musculoskeletal
no
high
yes
yes
yes
[50-60)
2
70
0
8
0
0
0
Family/GeneralPractice
Diabetes
Other
Other
no
no
yes
yes
no
[60-70)
12
48
2
26
0
0
0
Missing
Diabetes
Circulatory
Other
no
no
no
yes
yes
[70-80)
5
53
1
8
0
2
0
Missing
Injury
Diabetes
Other
no
high
no
no
no
[50-60)
2
3
0
14
0
0
0
Missing
Circulatory
Circulatory
Respiratory
no
no
no
no
yes
[60-70)
2
10
0
12
0
0
0
Family/GeneralPractice
Respiratory
Other
Circulatory
no
no
no
yes
yes
[40-50)
7
46
0
18
0
0
0
Other
Injury
Other
Diabetes
no
high
no
yes
no
[50-60)
2
40
3
15
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[50-60)
3
35
5
10
0
0
0
Cardiology
Circulatory
Circulatory
Diabetes
no
no
yes
yes
yes
[70-80)
3
46
3
11
1
0
0
Surgery
Diabetes
Circulatory
Circulatory
no
no
no
no
no
[60-70)
9
56
1
20
0
0
0
Family/GeneralPractice
Other
Circulatory
Circulatory
no
no
no
yes
yes
[60-70)
1
34
0
9
0
0
0
Family/GeneralPractice
Circulatory
Respiratory
Circulatory
no
no
no
yes
no
[60-70)
10
40
1
23
0
2
0
Missing
Circulatory
Circulatory
Other
no
no
yes
yes
no
[60-70)
3
28
4
21
1
0
0
Cardiology
Circulatory
Diabetes
Other
no
no
no
yes
yes
[60-70)
4
12
0
17
3
1
1
Other
Other
Other
Other
no
no
yes
yes
no
[80-90)
13
76
1
23
0
0
0
Emergency/Trauma
Diabetes
Circulatory
Circulatory
no
no
yes
yes
no
[80-90)
7
26
2
15
0
0
0
Emergency/Trauma
Circulatory
Circulatory
Digestive
no
no
yes
yes
yes
[70-80)
4
49
3
23
0
0
1
Missing
Digestive
Other
Other
no
no
no
no
yes
[70-80)
3
40
1
14
0
1
0
InternalMedicine
Other
Other
Other
no
no
no
yes
no
[70-80)
6
63
0
11
0
1
0
Missing
Respiratory
Diabetes
Diabetes
no
no
no
no
yes
[60-70)
11
1
4
7
1
1
0
Emergency/Trauma
Other
Other
Diabetes
no
no
no
yes
no
[70-80)
12
37
0
7
0
1
0
Family/GeneralPractice
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[70-80)
5
45
0
11
1
0
0
Family/GeneralPractice
Circulatory
Diabetes
Other
no
no
yes
yes
yes
[80-90)
3
54
0
7
0
0
0
InternalMedicine
Musculoskeletal
Diabetes
Other
no
no
no
yes
no
[50-60)
9
35
3
27
0
0
0
Other
Respiratory
Circulatory
Circulatory
no
no
yes
yes
no
[80-90)
13
76
5
30
0
0
0
Cardiology
Circulatory
Other
Other
no
no
yes
yes
yes
[50-60)
2
53
0
20
0
0
0
Other
Injury
Other
Circulatory
no
no
yes
yes
no
[80-90)
6
43
1
12
0
0
0
Missing
Other
Other
Other
no
normal
yes
yes
no
[70-80)
2
55
0
8
0
3
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[60-70)
3
2
0
13
0
1
0
Missing
Injury
Other
Other
no
no
yes
yes
yes
[50-60)
8
56
0
13
0
0
0
InternalMedicine
Injury
Diabetes
Injury
no
no
yes
yes
no
[80-90)
4
30
0
8
0
1
0
Missing
Circulatory
Circulatory
Other
no
no
yes
yes
yes
[70-80)
3
4
2
20
0
1
0
InternalMedicine
Other
Injury
Other
no
no
yes
yes
no
[80-90)
2
43
0
6
0
0
0
Missing
Respiratory
Other
Circulatory
no
no
no
no
no
[50-60)
1
1
0
9
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
yes
yes
no
[80-90)
6
52
0
11
0
0
0
Missing
Circulatory
Respiratory
Circulatory
no
normal
no
yes
no
[50-60)
5
65
0
12
0
1
0
InternalMedicine
Other
Diabetes
Other
no
high
no
yes
yes
[70-80)
3
65
0
12
0
0
0
Emergency/Trauma
Digestive
Diabetes
Digestive
no
no
yes
yes
no
[70-80)
2
42
0
5
0
0
0
Missing
Circulatory
Circulatory
Other
no
high
no
no
no
[70-80)
8
36
6
21
2
2
0
Missing
Respiratory
Circulatory
Other
no
no
no
no
yes
[70-80)
2
2
0
14
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[50-60)
1
29
2
19
0
0
0
Other
Respiratory
Digestive
Circulatory
no
no
no
yes
no
[40-50)
3
1
2
17
4
2
0
Missing
Other
Digestive
Circulatory
no
no
no
yes
yes
[90-100)
3
51
0
8
0
0
0
Missing
Diabetes
Other
Circulatory
no
no
no
yes
no
[90-100)
2
29
2
18
0
0
0
Cardiology
Circulatory
Other
Respiratory
no
no
no
no
no
[60-70)
7
69
2
31
1
1
1
Emergency/Trauma
Digestive
Other
Respiratory
no
no
yes
yes
no
[50-60)
1
23
5
3
0
0
2
Missing
Other
Diabetes
Other
no
no
no
yes
no
[50-60)
2
61
3
13
0
0
0
Missing
Circulatory
Diabetes
Other
no
high
yes
yes
no
[40-50)
2
61
0
17
0
1
0
InternalMedicine
Diabetes
Other
Circulatory
no
no
no
no
no
[70-80)
1
12
0
11
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[70-80)
5
63
0
18
0
0
0
Missing
Respiratory
Musculoskeletal
Other
no
no
no
yes
yes
[40-50)
10
66
0
21
0
3
1
Missing
Diabetes
Digestive
Digestive
normal
no
no
yes
yes
[70-80)
8
35
5
17
0
0
0
Family/GeneralPractice
Circulatory
Circulatory
Other
no
no
yes
yes
yes
[70-80)
1
6
6
17
0
0
0
Cardiology
Circulatory
Circulatory
Diabetes
no
no
no
no
no
[70-80)
12
53
0
22
0
0
0
Missing
Other
Other
Circulatory
no
no
yes
yes
yes
[50-60)
3
43
1
6
0
2
1
InternalMedicine
Other
Diabetes
Other
no
no
yes
yes
yes
[70-80)
2
73
1
7
0
0
0
InternalMedicine
Respiratory
Diabetes
Other
no
no
no
no
yes
[70-80)
10
39
2
29
0
0
0
InternalMedicine
Diabetes
Circulatory
Other
no
no
yes
yes
no
[60-70)
1
13
0
11
0
0
0
Missing
Circulatory
Other
Circulatory
no
no
no
yes
yes
[70-80)
6
64
0
19
2
0
0
Missing
Respiratory
Respiratory
Other
no
no
yes
yes
no
[60-70)
3
34
1
12
0
0
0
Other
Musculoskeletal
Other
Diabetes
no
no
no
yes
yes
[50-60)
3
61
0
8
0
0
0
Missing
Other
Diabetes
Digestive
high
no
no
yes
no
[70-80)
12
57
2
16
0
0
0
Family/GeneralPractice
Circulatory
Circulatory
Respiratory
no
no
yes
yes
no
[70-80)
5
44
0
20
0
2
0
InternalMedicine
Respiratory
Other
Circulatory
no
no
yes
yes
yes
[40-50)
3
45
2
12
0
1
8
InternalMedicine
Diabetes
Other
Other
no
high
yes
yes
yes
[80-90)
5
39
1
17
3
2
0
Missing
Respiratory
Respiratory
Diabetes
no
no
yes
yes
yes
[60-70)
8
53
3
31
0
0
0
Missing
Other
Digestive
Respiratory
no
no
yes
yes
no
[60-70)
1
11
0
9
7
0
0
Cardiology
Respiratory
Circulatory
Diabetes
normal
no
no
yes
no
[70-80)
4
50
0
15
1
0
0
InternalMedicine
Circulatory
Circulatory
Diabetes
no
no
yes
yes
yes
[80-90)
3
55
0
9
0
0
0
Missing
Other
Other
Diabetes
no
no
no
yes
no
[60-70)
3
54
0
27
1
1
0
Missing
Respiratory
Respiratory
Diabetes
no
no
no
yes
no
[70-80)
13
41
1
14
0
1
0
Missing
Other
Other
Circulatory
no
no
yes
yes
yes
[60-70)
1
3
1
16
1
0
0
Surgery
Circulatory
Diabetes
Other
no
no
no
yes
yes
[50-60)
2
39
2
8
0
0
0
Missing
Other
Digestive
Other
no
high
yes
yes
no
[80-90)
2
20
0
11
0
2
0
Missing
Other
Digestive
Other
no
no
yes
yes
yes