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)
6
42
3
30
0
1
0
Other
Other
Other
Respiratory
no
no
yes
yes
no
[50-60)
1
65
0
14
0
0
0
Other
Respiratory
Respiratory
Circulatory
no
high
no
yes
yes
[70-80)
7
34
0
6
1
1
0
Missing
Other
Musculoskeletal
Diabetes
no
no
no
no
yes
[80-90)
8
41
2
26
0
1
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[60-70)
4
60
0
8
0
0
0
InternalMedicine
Digestive
Diabetes
Missing
no
no
no
no
no
[70-80)
3
47
1
13
0
0
0
Missing
Respiratory
Circulatory
Other
no
no
no
no
no
[90-100)
4
70
0
13
0
0
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[50-60)
3
62
0
12
0
0
0
InternalMedicine
Other
Other
Diabetes
no
no
no
yes
no
[70-80)
6
57
0
19
0
2
0
Family/GeneralPractice
Respiratory
Circulatory
Respiratory
no
no
no
no
no
[90-100)
9
48
1
22
0
1
0
Missing
Other
Circulatory
Respiratory
no
no
yes
yes
no
[50-60)
4
46
0
15
1
0
0
Missing
Injury
Other
Other
no
no
no
no
no
[50-60)
1
4
1
5
0
0
0
Missing
Respiratory
Circulatory
Other
no
no
no
no
yes
[70-80)
7
80
6
23
0
1
1
Family/GeneralPractice
Other
Injury
Diabetes
no
no
yes
yes
no
[40-50)
1
36
0
9
3
1
0
Missing
Other
Respiratory
Other
no
no
no
yes
no
[60-70)
6
35
4
20
0
2
0
Cardiology
Circulatory
Circulatory
Other
no
no
no
no
yes
[50-60)
6
48
0
16
0
11
5
InternalMedicine
Other
Respiratory
Diabetes
no
high
no
yes
yes
[60-70)
12
60
4
33
0
8
2
Missing
Circulatory
Respiratory
Respiratory
no
no
yes
yes
yes
[70-80)
10
56
1
16
0
0
1
Family/GeneralPractice
Other
Respiratory
Other
no
normal
no
yes
yes
[80-90)
4
60
0
9
0
0
0
InternalMedicine
Other
Other
Other
no
no
yes
yes
no
[70-80)
5
67
6
13
0
0
0
Emergency/Trauma
Circulatory
Other
Other
no
normal
no
no
no
[70-80)
6
16
0
26
0
2
0
Missing
Circulatory
Diabetes
Circulatory
high
no
yes
yes
no
[70-80)
4
45
0
26
6
0
2
Missing
Respiratory
Circulatory
Circulatory
no
no
no
yes
yes
[70-80)
8
58
1
30
0
3
0
InternalMedicine
Digestive
Other
Respiratory
no
no
yes
yes
yes
[80-90)
2
34
0
14
1
0
1
Missing
Circulatory
Respiratory
Circulatory
no
no
no
yes
yes
[60-70)
5
44
0
11
0
0
0
InternalMedicine
Other
Circulatory
Diabetes
no
no
yes
yes
no
[50-60)
1
28
2
20
0
2
0
Surgery
Injury
Circulatory
Diabetes
no
no
yes
yes
yes
[60-70)
2
29
4
17
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[80-90)
3
41
0
7
2
0
0
InternalMedicine
Circulatory
Respiratory
Other
no
no
yes
yes
no
[40-50)
9
26
3
30
0
0
0
Other
Other
Diabetes
Other
high
no
yes
yes
no
[70-80)
10
74
4
22
0
0
0
Missing
Diabetes
Circulatory
Other
no
no
no
no
no
[60-70)
4
68
0
20
0
2
0
Missing
Respiratory
Circulatory
Circulatory
no
no
yes
yes
no
[80-90)
11
60
0
9
0
2
0
Missing
Circulatory
Other
Other
no
no
no
yes
yes
[70-80)
2
29
1
22
0
1
2
InternalMedicine
Circulatory
Other
Circulatory
no
no
yes
yes
yes
[70-80)
6
32
0
16
0
2
0
Emergency/Trauma
Other
Circulatory
Circulatory
no
no
no
yes
yes
[80-90)
7
67
1
26
0
1
0
Missing
Injury
Respiratory
Other
no
high
yes
yes
yes
[80-90)
4
43
2
7
0
0
0
Family/GeneralPractice
Digestive
Other
Circulatory
no
no
no
no
yes
[50-60)
2
10
0
23
0
0
0
Missing
Diabetes
Circulatory
Respiratory
no
no
yes
yes
yes
[70-80)
4
47
0
12
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
high
no
yes
no
[90-100)
4
57
0
11
0
0
1
Missing
Injury
Circulatory
Respiratory
no
no
yes
yes
yes
[40-50)
6
62
0
10
0
0
0
InternalMedicine
Circulatory
Other
Diabetes
no
no
no
yes
no
[70-80)
1
36
2
13
0
0
0
Other
Other
Circulatory
Other
no
no
no
no
no
[70-80)
7
32
0
10
5
0
1
Missing
Other
Other
Other
no
no
no
yes
yes
[50-60)
10
79
6
37
0
0
0
Other
Circulatory
Respiratory
Circulatory
no
no
no
no
no
[80-90)
3
30
2
18
3
0
0
Missing
Injury
Diabetes
Other
no
no
yes
yes
no
[60-70)
7
50
0
27
0
0
0
Family/GeneralPractice
Other
Digestive
Diabetes
no
normal
no
yes
yes
[50-60)
7
60
5
35
0
0
0
InternalMedicine
Other
Circulatory
Respiratory
no
no
yes
yes
yes
[60-70)
7
62
0
5
0
0
0
Family/GeneralPractice
Circulatory
Other
Other
no
no
no
yes
no
[80-90)
1
9
0
6
4
2
1
Missing
Other
Circulatory
Circulatory
normal
no
no
yes
no
[50-60)
2
21
5
21
0
0
0
Cardiology
Circulatory
Other
Diabetes
no
no
no
yes
no
[60-70)
3
42
0
9
0
1
0
Other
Digestive
Other
Other
no
no
no
no
no
[70-80)
6
75
0
5
0
2
0
InternalMedicine
Circulatory
Circulatory
Other
high
no
no
no
yes
[60-70)
2
40
0
25
0
0
0
Missing
Respiratory
Other
Other
no
no
yes
yes
no
[70-80)
3
60
0
12
0
0
3
Missing
Circulatory
Other
Other
no
normal
yes
yes
yes
[80-90)
10
31
0
10
0
0
0
Family/GeneralPractice
Circulatory
Other
Other
no
no
no
no
no
[40-50)
3
38
1
8
0
0
0
InternalMedicine
Digestive
Other
Diabetes
no
no
no
yes
no
[60-70)
3
60
2
8
0
0
0
InternalMedicine
Other
Other
Other
no
no
no
no
no
[40-50)
1
38
1
22
0
0
0
Missing
Other
Circulatory
Other
no
no
no
yes
yes
[70-80)
3
42
1
10
0
1
1
Emergency/Trauma
Other
Other
Other
no
no
yes
yes
yes
[70-80)
3
53
0
17
1
1
0
Surgery
Diabetes
Respiratory
Other
no
no
yes
yes
yes
[70-80)
7
64
0
32
0
3
1
Emergency/Trauma
Respiratory
Respiratory
Musculoskeletal
no
no
yes
yes
yes
[70-80)
3
39
0
12
0
0
0
Missing
Circulatory
Circulatory
Respiratory
no
no
no
no
yes
[80-90)
13
65
1
14
0
0
0
Emergency/Trauma
Injury
Diabetes
Circulatory
no
no
no
yes
no
[60-70)
6
54
0
20
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
normal
yes
yes
no
[80-90)
5
50
0
23
0
2
0
Missing
Respiratory
Other
Diabetes
no
no
yes
yes
no
[80-90)
5
69
2
11
6
0
0
Cardiology
Injury
Circulatory
Other
no
no
no
no
no
[40-50)
6
58
0
10
0
0
0
Other
Other
Other
Circulatory
no
no
no
yes
no
[70-80)
6
46
6
17
0
0
0
Missing
Circulatory
Respiratory
Other
no
no
no
no
no
[60-70)
6
68
0
25
1
3
0
Missing
Circulatory
Respiratory
Diabetes
no
high
no
yes
yes
[50-60)
1
52
0
5
0
0
0
Missing
Diabetes
Other
Other
no
high
no
no
no
[80-90)
5
39
0
9
0
0
0
InternalMedicine
Respiratory
Circulatory
Other
no
no
no
yes
no
[80-90)
9
68
1
15
0
0
0
Missing
Diabetes
Other
Circulatory
no
high
yes
yes
no
[70-80)
1
29
4
13
0
0
0
Cardiology
Circulatory
Circulatory
Diabetes
no
no
no
yes
yes
[80-90)
2
65
3
10
0
0
0
Missing
Circulatory
Respiratory
Other
no
no
no
no
no
[70-80)
3
47
0
23
0
0
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[70-80)
3
50
0
9
2
0
0
Missing
Other
Diabetes
Other
no
no
no
yes
no
[60-70)
6
38
2
12
0
0
0
Other
Other
Respiratory
Other
no
no
no
yes
no
[50-60)
4
30
2
18
2
4
0
Surgery
Circulatory
Other
Other
no
no
yes
yes
yes
[80-90)
4
58
0
14
0
0
0
Missing
Respiratory
Other
Other
no
normal
yes
yes
no
[70-80)
7
65
1
23
5
1
2
Missing
Circulatory
Other
Respiratory
no
no
yes
yes
yes
[60-70)
5
4
0
14
0
2
1
Other
Other
Respiratory
Other
no
no
yes
yes
yes
[70-80)
5
63
0
21
0
0
0
Missing
Other
Other
Other
no
no
yes
yes
yes
[90-100)
1
44
1
13
1
0
0
Missing
Injury
Circulatory
Other
no
no
no
yes
yes
[50-60)
3
45
0
13
0
0
0
Family/GeneralPractice
Respiratory
Diabetes
Other
no
no
yes
yes
no
[70-80)
4
29
2
12
0
0
0
Missing
Digestive
Other
Circulatory
no
no
yes
yes
yes
[60-70)
1
17
4
9
0
1
0
Missing
Circulatory
Circulatory
Diabetes
no
no
no
yes
no
[70-80)
7
60
6
48
0
0
0
Missing
Circulatory
Circulatory
Respiratory
no
no
yes
yes
yes
[70-80)
1
64
0
13
2
2
0
Missing
Respiratory
Other
Other
no
no
yes
yes
no
[90-100)
5
49
1
17
0
0
0
InternalMedicine
Respiratory
Other
Circulatory
no
no
no
no
no
[50-60)
2
18
0
8
0
0
0
Family/GeneralPractice
Circulatory
Diabetes
Circulatory
high
no
yes
yes
no
[60-70)
4
49
4
30
0
0
0
Missing
Musculoskeletal
Other
Respiratory
no
no
yes
yes
no
[50-60)
3
62
0
11
0
1
1
Missing
Other
Diabetes
Other
no
no
yes
yes
no
[60-70)
9
39
1
11
0
1
0
Other
Other
Circulatory
Circulatory
no
no
yes
yes
no
[60-70)
8
56
0
12
0
2
0
Missing
Circulatory
Diabetes
Circulatory
no
no
yes
yes
no
[60-70)
2
58
0
14
2
1
0
Cardiology
Circulatory
Diabetes
Circulatory
no
no
yes
yes
no
[80-90)
4
40
0
15
0
0
0
Missing
Other
Diabetes
Other
no
no
yes
yes
yes
[60-70)
6
47
2
30
0
3
0
Missing
Circulatory
Respiratory
Circulatory
no
no
yes
yes
yes
[80-90)
10
33
0
21
0
1
0
Missing
Respiratory
Other
Respiratory
no
no
yes
yes
no
[50-60)
6
29
4
20
0
0
0
Missing
Injury
Other
Digestive
no
no
no
yes
no
[50-60)
3
1
4
12
0
0
0
Missing
Circulatory
Circulatory
Respiratory
no
no
yes
yes
no
[80-90)
2
76
0
10
0
0
0
Family/GeneralPractice
Injury
Respiratory
Respiratory
no
no
no
yes
no