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
4
0
13
0
0
0
Cardiology
Respiratory
Circulatory
Circulatory
no
no
no
no
no
[50-60)
3
1
1
7
0
1
0
Other
Other
Injury
Other
no
no
no
no
no
[80-90)
1
50
0
12
0
1
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
yes
no
[60-70)
14
83
0
18
0
0
0
Missing
Other
Other
Diabetes
no
high
yes
yes
no
[70-80)
5
47
0
15
0
3
0
Family/GeneralPractice
Respiratory
Respiratory
Other
no
no
yes
yes
yes
[80-90)
4
26
0
13
0
0
0
Missing
Other
Respiratory
Other
no
no
yes
yes
yes
[60-70)
2
42
0
9
0
0
0
Emergency/Trauma
Circulatory
Other
Diabetes
no
no
yes
yes
yes
[60-70)
13
54
2
20
0
1
0
Missing
Diabetes
Circulatory
Other
no
no
no
yes
no
[70-80)
6
38
1
12
0
0
0
Missing
Digestive
Diabetes
Circulatory
no
no
no
no
no
[70-80)
4
60
3
20
0
0
0
Surgery
Musculoskeletal
Respiratory
Other
no
no
no
no
no
[70-80)
4
51
6
29
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
yes
no
[70-80)
3
41
0
9
0
2
0
Missing
Other
Diabetes
Circulatory
no
no
no
yes
no
[40-50)
3
45
0
7
0
0
0
Emergency/Trauma
Circulatory
Circulatory
Other
no
no
yes
yes
no
[60-70)
1
9
0
11
0
0
0
Missing
Circulatory
Circulatory
Other
no
high
yes
yes
no
[70-80)
2
59
0
6
0
0
1
InternalMedicine
Circulatory
Circulatory
Other
no
no
no
yes
yes
[60-70)
1
50
6
25
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[70-80)
4
57
0
12
0
2
0
Missing
Diabetes
Digestive
Other
no
no
yes
yes
yes
[60-70)
6
64
3
29
3
0
0
Missing
Musculoskeletal
Respiratory
Other
no
no
yes
yes
yes
[60-70)
3
35
0
11
0
0
0
Emergency/Trauma
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[70-80)
4
54
0
10
0
0
0
Missing
Respiratory
Other
Respiratory
no
no
no
yes
yes
[60-70)
1
29
0
12
0
2
1
Missing
Circulatory
Circulatory
Respiratory
no
no
no
no
yes
[70-80)
3
30
1
15
0
0
0
Surgery
Musculoskeletal
Other
Musculoskeletal
no
no
no
yes
yes
[50-60)
9
48
0
15
0
0
0
Missing
Respiratory
Other
Circulatory
no
no
no
no
no
[60-70)
3
2
1
26
0
1
0
Missing
Diabetes
Circulatory
Circulatory
no
no
yes
yes
yes
[60-70)
2
51
0
23
0
0
0
InternalMedicine
Circulatory
Respiratory
Other
no
high
yes
yes
yes
[60-70)
3
49
1
27
0
0
0
Missing
Injury
Diabetes
Other
no
no
yes
yes
no
[50-60)
3
58
0
4
0
0
0
Missing
Injury
Diabetes
Circulatory
no
high
yes
yes
no
[80-90)
3
52
0
15
0
0
0
Missing
Respiratory
Other
Respiratory
no
no
yes
yes
yes
[70-80)
4
51
0
18
0
3
0
InternalMedicine
Respiratory
Circulatory
Circulatory
normal
no
no
no
yes
[70-80)
2
43
2
16
5
1
0
Missing
Circulatory
Circulatory
Other
normal
no
no
yes
no
[70-80)
1
31
3
15
0
0
0
Surgery
Circulatory
Circulatory
Circulatory
no
high
yes
yes
no
[50-60)
5
48
5
15
0
0
1
Other
Digestive
Other
Other
no
no
yes
yes
yes
[70-80)
2
26
2
29
2
1
0
Other
Musculoskeletal
Respiratory
Diabetes
no
no
yes
yes
no
[80-90)
4
17
0
10
0
1
0
Family/GeneralPractice
Other
Other
Other
high
no
no
no
no
[50-60)
4
57
5
20
0
1
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[50-60)
1
1
0
5
0
1
5
Surgery
Respiratory
Other
Diabetes
no
no
yes
yes
no
[80-90)
7
53
0
19
0
0
0
Missing
Injury
Other
Other
no
no
no
yes
yes
[40-50)
1
25
0
15
0
2
0
Missing
Other
Other
Respiratory
no
no
no
yes
yes
[70-80)
3
54
0
10
0
0
0
InternalMedicine
Respiratory
Respiratory
Diabetes
high
no
no
no
no
[60-70)
4
54
1
26
3
2
1
InternalMedicine
Injury
Circulatory
Other
no
no
no
yes
yes
[80-90)
3
18
0
11
0
1
0
Missing
Circulatory
Other
Musculoskeletal
no
no
yes
yes
yes
[50-60)
5
67
2
22
0
1
0
Surgery
Circulatory
Other
Respiratory
no
high
no
yes
yes
[70-80)
4
53
0
16
0
2
1
Missing
Other
Respiratory
Circulatory
no
no
no
yes
yes
[50-60)
10
59
3
30
0
0
0
Missing
Digestive
Circulatory
Other
no
no
no
no
yes
[50-60)
12
60
6
65
2
3
1
Surgery
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[70-80)
2
25
0
6
0
0
0
Missing
Diabetes
Other
Other
no
no
no
yes
no
[70-80)
2
48
3
18
0
0
0
Missing
Circulatory
Diabetes
Other
no
no
yes
yes
no
[60-70)
8
51
0
13
0
0
0
Cardiology
Diabetes
Circulatory
Other
no
no
yes
yes
no
[80-90)
13
56
0
14
0
1
0
Missing
Other
Circulatory
Respiratory
no
no
no
no
yes
[80-90)
5
22
1
17
0
2
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
yes
no
[80-90)
12
69
0
23
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[50-60)
1
35
4
18
0
0
0
Surgery
Musculoskeletal
Musculoskeletal
Musculoskeletal
no
no
no
yes
no
[50-60)
7
52
1
15
0
0
0
Missing
Other
Other
Other
no
no
no
no
yes
[80-90)
4
64
0
22
0
0
0
Emergency/Trauma
Circulatory
Respiratory
Diabetes
no
high
yes
yes
yes
[80-90)
4
66
0
12
4
0
0
Cardiology
Respiratory
Circulatory
Circulatory
no
no
yes
yes
yes
[50-60)
3
39
4
7
0
0
0
Other
Other
Other
Circulatory
no
no
no
no
no
[40-50)
1
29
5
15
0
0
0
Cardiology
Circulatory
Circulatory
Other
no
no
yes
yes
no
[60-70)
2
46
1
9
0
0
0
Surgery
Other
Diabetes
Circulatory
no
no
yes
yes
yes
[50-60)
4
39
5
22
0
0
0
Family/GeneralPractice
Other
Circulatory
Other
no
no
yes
yes
yes
[70-80)
2
43
0
14
0
1
0
Missing
Respiratory
Other
Other
no
no
no
yes
yes
[70-80)
4
45
2
25
0
0
0
Other
Musculoskeletal
Other
Diabetes
no
no
no
yes
yes
[70-80)
12
50
1
16
0
0
0
Missing
Other
Circulatory
Circulatory
no
no
yes
yes
yes
[50-60)
1
88
3
5
0
0
0
InternalMedicine
Circulatory
Other
Diabetes
normal
normal
no
no
no
[40-50)
3
53
0
11
0
0
0
Missing
Digestive
Circulatory
Diabetes
no
no
no
no
no
[50-60)
3
43
1
13
0
0
0
InternalMedicine
Other
Other
Other
no
no
yes
yes
yes
[80-90)
8
71
1
13
1
1
1
Missing
Digestive
Other
Respiratory
no
no
no
no
no
[50-60)
3
35
1
32
0
2
0
Other
Other
Other
Other
no
no
no
no
yes
[60-70)
3
39
2
32
0
0
0
Missing
Musculoskeletal
Other
Diabetes
no
no
yes
yes
no
[60-70)
1
18
2
15
1
0
0
Missing
Other
Circulatory
Diabetes
normal
no
no
no
no
[60-70)
3
11
0
14
0
0
0
Missing
Circulatory
Respiratory
Other
no
no
yes
yes
no
[60-70)
5
1
1
6
1
0
0
Family/GeneralPractice
Digestive
Other
Other
no
no
no
no
yes
[40-50)
5
2
2
9
0
0
0
Other
Digestive
Injury
Respiratory
no
no
no
yes
yes
[50-60)
10
51
1
17
0
2
0
Other
Other
Other
Other
no
no
yes
yes
yes
[60-70)
13
50
3
20
0
0
0
Surgery
Circulatory
Other
Other
no
no
yes
yes
no
[70-80)
2
53
0
21
0
0
0
Missing
Respiratory
Diabetes
Other
no
no
yes
yes
yes
[40-50)
4
62
0
20
0
0
0
Family/GeneralPractice
Other
Respiratory
Respiratory
no
no
no
yes
no
[70-80)
1
46
1
18
0
0
3
Cardiology
Other
Other
Circulatory
no
no
yes
yes
no
[50-60)
3
9
1
14
0
0
0
Other
Musculoskeletal
Diabetes
Circulatory
no
no
yes
yes
no
[70-80)
4
64
1
16
0
0
0
Missing
Digestive
Other
Other
no
no
no
no
yes
[70-80)
10
44
4
32
0
1
0
InternalMedicine
Other
Other
Diabetes
no
no
yes
yes
no
[50-60)
4
85
3
27
0
0
0
Missing
Diabetes
Other
Respiratory
no
no
yes
yes
no
[70-80)
2
18
0
8
0
1
0
Other
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[70-80)
5
17
0
9
0
1
0
Missing
Other
Diabetes
Other
no
high
no
yes
yes
[60-70)
3
4
0
10
0
0
0
Family/GeneralPractice
Respiratory
Other
Diabetes
no
no
yes
yes
yes
[60-70)
6
37
4
18
0
3
0
Emergency/Trauma
Other
Other
Other
no
no
yes
yes
yes
[80-90)
9
62
4
14
0
0
0
Family/GeneralPractice
Musculoskeletal
Diabetes
Musculoskeletal
no
no
yes
yes
yes
[70-80)
5
41
5
15
0
0
0
Emergency/Trauma
Injury
Musculoskeletal
Other
no
no
no
yes
no
[40-50)
6
66
1
27
0
1
0
InternalMedicine
Diabetes
Other
Other
no
no
no
yes
yes
[60-70)
9
71
2
18
0
1
0
Emergency/Trauma
Circulatory
Digestive
Other
no
no
yes
yes
no
[60-70)
3
60
4
3
0
0
0
Surgery
Injury
Injury
Missing
no
no
no
yes
no
[40-50)
3
1
0
12
0
1
1
Family/GeneralPractice
Other
Digestive
Respiratory
no
no
yes
yes
yes
[50-60)
5
57
3
15
0
0
0
InternalMedicine
Circulatory
Circulatory
Diabetes
no
high
yes
yes
no
[70-80)
3
48
5
14
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
yes
yes
yes
[50-60)
3
33
1
26
0
0
0
Other
Musculoskeletal
Respiratory
Other
no
no
yes
yes
yes
[60-70)
10
72
6
49
0
0
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[70-80)
4
43
0
9
0
0
0
InternalMedicine
Circulatory
Circulatory
Other
no
no
yes
yes
yes
[70-80)
8
78
1
17
0
1
0
Missing
Injury
Diabetes
Respiratory
no
no
yes
yes
no
[60-70)
4
37
3
21
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
no
no
yes
[80-90)
14
68
4
30
0
0
0
Cardiology
Circulatory
Circulatory
Diabetes
no
no
yes
yes
yes
[70-80)
4
55
3
3
0
1
0
Missing
Respiratory
Diabetes
Other
no
high
no
no
yes