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)
1
46
1
20
0
1
0
Surgery
Circulatory
Diabetes
Circulatory
no
no
no
yes
no
[70-80)
5
41
6
18
0
0
0
Missing
Circulatory
Injury
Respiratory
no
no
no
yes
no
[70-80)
4
49
0
14
0
1
0
Missing
Circulatory
Circulatory
Diabetes
no
high
yes
yes
yes
[60-70)
4
84
1
24
0
3
2
Emergency/Trauma
Respiratory
Other
Other
no
no
yes
yes
yes
[80-90)
6
55
0
8
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
no
no
no
[60-70)
4
39
3
34
0
0
0
Other
Musculoskeletal
Circulatory
Circulatory
no
no
yes
yes
no
[80-90)
4
46
0
17
0
0
0
Missing
Other
Other
Other
no
no
yes
yes
yes
[60-70)
1
30
3
13
0
0
0
Missing
Circulatory
Diabetes
Circulatory
no
no
yes
yes
yes
[80-90)
5
53
0
18
1
1
1
Missing
Other
Respiratory
Other
no
no
no
yes
yes
[40-50)
4
46
1
13
2
1
0
InternalMedicine
Diabetes
Other
Other
no
high
yes
yes
yes
[40-50)
3
10
6
18
0
0
0
Missing
Other
Diabetes
Other
no
no
no
yes
no
[50-60)
3
67
0
12
0
1
0
Missing
Diabetes
Circulatory
Circulatory
no
normal
yes
yes
yes
[50-60)
2
1
1
19
2
0
0
Missing
Other
Other
Diabetes
no
no
yes
yes
no
[70-80)
3
42
2
17
0
1
0
Missing
Injury
Digestive
Other
no
no
yes
yes
no
[60-70)
2
49
0
16
0
4
0
Missing
Other
Other
Respiratory
no
no
yes
yes
no
[80-90)
6
54
1
19
0
0
0
Missing
Injury
Digestive
Other
no
no
no
no
no
[80-90)
1
32
3
15
1
1
0
Cardiology
Circulatory
Circulatory
Other
no
no
no
no
yes
[70-80)
1
3
0
5
0
0
0
Missing
Digestive
Diabetes
Circulatory
no
no
no
yes
yes
[80-90)
1
58
0
8
0
1
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[60-70)
2
9
1
10
0
0
0
Missing
Diabetes
Other
Other
normal
no
no
no
yes
[50-60)
14
65
2
18
0
0
0
Missing
Other
Respiratory
Other
no
high
yes
yes
yes
[80-90)
4
45
0
22
0
0
0
Family/GeneralPractice
Other
Circulatory
Circulatory
no
no
no
yes
no
[60-70)
2
1
6
15
0
1
0
Other
Circulatory
Other
Diabetes
no
no
no
yes
yes
[50-60)
2
56
0
13
0
1
0
Missing
Other
Other
Other
no
high
yes
yes
yes
[80-90)
3
55
0
14
1
4
0
InternalMedicine
Circulatory
Circulatory
Circulatory
high
no
yes
yes
yes
[70-80)
5
47
1
20
1
3
0
Cardiology
Other
Respiratory
Diabetes
no
no
yes
yes
yes
[70-80)
12
52
2
22
2
1
0
Missing
Respiratory
Circulatory
Respiratory
high
no
no
no
yes
[80-90)
3
26
0
12
0
1
0
Family/GeneralPractice
Circulatory
Other
Other
normal
no
no
yes
yes
[80-90)
2
13
2
21
0
0
1
Missing
Musculoskeletal
Respiratory
Injury
no
no
no
yes
no
[50-60)
5
55
0
25
0
2
0
Missing
Respiratory
Respiratory
Other
no
no
yes
yes
yes
[40-50)
6
72
4
40
0
0
0
Missing
Circulatory
Circulatory
Injury
no
high
no
yes
yes
[60-70)
6
37
0
13
0
0
0
Missing
Circulatory
Other
Other
no
no
no
yes
yes
[80-90)
5
26
0
12
0
2
0
Missing
Circulatory
Circulatory
Other
no
no
no
yes
yes
[60-70)
1
3
0
13
0
0
0
Missing
Circulatory
Diabetes
Circulatory
no
no
yes
yes
no
[40-50)
1
1
3
16
0
0
0
Other
Musculoskeletal
Circulatory
Other
no
no
no
yes
no
[40-50)
5
36
0
15
0
0
0
Missing
Diabetes
Respiratory
Other
no
no
no
yes
no
[80-90)
2
42
0
10
0
0
0
InternalMedicine
Respiratory
Diabetes
Other
no
no
no
no
no
[60-70)
2
48
0
14
0
0
0
InternalMedicine
Diabetes
Circulatory
Other
no
no
yes
yes
yes
[80-90)
4
63
0
18
0
0
0
Missing
Circulatory
Respiratory
Circulatory
no
no
no
yes
no
[80-90)
7
47
0
14
0
2
0
Other
Other
Respiratory
Diabetes
no
no
no
yes
no
[80-90)
2
30
1
15
0
0
0
Missing
Injury
Other
Musculoskeletal
no
no
no
no
no
[40-50)
11
86
3
45
0
0
1
Cardiology
Other
Other
Diabetes
no
high
yes
yes
no
[50-60)
1
1
1
13
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
yes
yes
no
[50-60)
7
56
0
7
0
1
0
InternalMedicine
Circulatory
Other
Other
no
no
no
yes
yes
[80-90)
5
9
3
15
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
no
yes
no
[70-80)
2
44
2
9
0
0
0
Family/GeneralPractice
Circulatory
Respiratory
Diabetes
no
no
no
yes
yes
[70-80)
3
36
0
10
6
0
0
Missing
Other
Other
Other
no
no
yes
yes
yes
[40-50)
3
43
3
10
0
1
0
InternalMedicine
Respiratory
Other
Other
no
no
no
no
no
[60-70)
1
43
3
10
0
0
4
Cardiology
Injury
Circulatory
Other
no
no
yes
yes
no
[50-60)
1
38
3
16
0
1
0
Emergency/Trauma
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[60-70)
4
69
0
17
0
1
0
Missing
Respiratory
Diabetes
Diabetes
no
no
no
no
no
[70-80)
1
28
2
7
0
0
0
Other
Other
Other
Diabetes
no
no
no
no
yes
[80-90)
1
7
1
8
0
1
0
Missing
Circulatory
Circulatory
Other
no
no
no
no
yes
[80-90)
8
42
1
14
0
0
0
Missing
Other
Circulatory
Other
no
no
no
yes
no
[70-80)
4
65
0
17
0
1
0
InternalMedicine
Respiratory
Respiratory
Circulatory
no
no
yes
yes
no
[80-90)
8
55
2
19
0
1
0
InternalMedicine
Injury
Other
Circulatory
no
no
no
yes
no
[70-80)
1
24
1
11
0
0
0
Family/GeneralPractice
Digestive
Other
Diabetes
high
no
no
yes
no
[80-90)
2
32
2
15
0
0
0
Other
Injury
Other
Diabetes
normal
no
no
no
yes
[70-80)
3
51
2
21
1
2
0
Missing
Circulatory
Other
Circulatory
no
no
no
yes
yes
[60-70)
3
24
0
11
0
0
0
Other
Respiratory
Circulatory
Circulatory
no
no
no
no
yes
[50-60)
6
49
4
49
0
0
0
Surgery
Circulatory
Circulatory
Diabetes
no
no
no
no
no
[70-80)
5
69
4
20
0
0
0
Cardiology
Circulatory
Diabetes
Other
no
normal
yes
yes
yes
[60-70)
4
23
1
23
0
0
0
Cardiology
Respiratory
Circulatory
Diabetes
no
no
no
yes
yes
[50-60)
6
36
2
31
0
0
0
Missing
Digestive
Diabetes
Other
no
no
no
yes
no
[40-50)
1
68
0
21
0
5
3
Missing
Diabetes
Digestive
Digestive
no
no
no
yes
no
[80-90)
6
49
1
13
0
0
0
Missing
Diabetes
Circulatory
Circulatory
no
no
yes
yes
no
[60-70)
9
52
0
19
0
6
0
InternalMedicine
Respiratory
Circulatory
Circulatory
no
no
no
yes
yes
[50-60)
1
41
4
20
0
0
0
Cardiology
Circulatory
Respiratory
Circulatory
no
no
yes
yes
no
[40-50)
3
50
0
12
3
0
0
Missing
Respiratory
Diabetes
Other
no
high
yes
yes
no
[70-80)
7
67
1
17
0
0
0
Missing
Circulatory
Diabetes
Circulatory
high
no
no
yes
no
[60-70)
2
66
2
11
0
0
0
Emergency/Trauma
Other
Other
Other
no
no
yes
yes
no
[50-60)
3
32
0
14
0
2
0
Family/GeneralPractice
Other
Other
Diabetes
no
high
yes
yes
yes
[70-80)
2
40
1
13
0
5
1
Emergency/Trauma
Respiratory
Circulatory
Other
no
high
no
yes
yes
[50-60)
2
44
1
19
1
10
7
Other
Circulatory
Circulatory
Diabetes
no
no
yes
yes
yes
[50-60)
2
40
0
19
0
0
1
Missing
Circulatory
Other
Diabetes
no
no
no
yes
no
[60-70)
5
54
3
26
0
0
0
Surgery
Other
Injury
Injury
no
no
no
no
no
[70-80)
3
54
0
14
0
4
0
Missing
Diabetes
Respiratory
Circulatory
no
high
yes
yes
yes
[70-80)
4
42
0
20
0
2
0
Missing
Circulatory
Circulatory
Other
no
no
yes
yes
yes
[50-60)
1
9
0
3
0
0
0
Emergency/Trauma
Respiratory
Diabetes
Other
no
no
no
no
no
[70-80)
1
53
0
11
0
0
0
Missing
Musculoskeletal
Other
Circulatory
no
no
yes
yes
yes
[50-60)
11
18
3
34
0
5
0
Other
Other
Other
Other
high
no
yes
yes
no
[80-90)
1
27
2
7
0
0
0
Missing
Circulatory
Other
Diabetes
no
no
no
yes
yes
[50-60)
1
38
0
7
0
0
0
Family/GeneralPractice
Respiratory
Respiratory
Other
no
high
no
no
no
[70-80)
5
43
0
7
0
0
0
Missing
Diabetes
Other
Other
no
no
yes
yes
yes
[50-60)
7
64
2
11
0
3
0
Emergency/Trauma
Circulatory
Other
Circulatory
no
no
yes
yes
no
[50-60)
1
2
1
8
0
9
0
Family/GeneralPractice
Digestive
Other
Diabetes
no
no
no
no
yes
[70-80)
4
44
1
12
0
0
0
Missing
Digestive
Digestive
Other
no
no
yes
yes
no
[70-80)
5
33
2
22
0
0
0
InternalMedicine
Diabetes
Other
Circulatory
no
no
no
yes
yes
[50-60)
3
47
6
11
0
2
1
Missing
Circulatory
Circulatory
Other
no
no
no
yes
yes
[40-50)
7
68
1
15
0
1
1
Missing
Injury
Diabetes
Other
no
high
no
no
yes
[60-70)
4
47
0
9
0
1
0
Missing
Other
Diabetes
Other
no
no
yes
yes
no
[80-90)
3
38
0
12
3
0
0
InternalMedicine
Circulatory
Other
Digestive
no
no
no
no
no
[60-70)
2
48
0
13
0
0
0
Surgery
Circulatory
Digestive
Diabetes
no
no
yes
yes
no
[50-60)
7
72
0
20
0
0
0
InternalMedicine
Other
Respiratory
Other
no
no
yes
yes
yes
[70-80)
8
48
1
20
0
0
0
Missing
Digestive
Other
Respiratory
no
no
no
yes
no
[70-80)
4
38
1
20
0
0
0
Other
Circulatory
Other
Injury
no
no
no
no
yes
[40-50)
5
56
0
18
0
0
2
Emergency/Trauma
Musculoskeletal
Other
Respiratory
no
no
yes
yes
yes
[40-50)
4
40
5
15
0
1
0
Other
Respiratory
Diabetes
Respiratory
no
no
no
yes
no
[60-70)
6
1
0
5
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
no
no
no
[60-70)
1
10
0
2
0
0
0
Cardiology
Circulatory
Circulatory
Respiratory
no
no
no
no
no