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)
4
39
0
15
0
0
0
Missing
Digestive
Other
Circulatory
no
no
no
yes
no
[70-80)
2
66
3
12
0
1
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[60-70)
6
68
0
20
0
0
0
Emergency/Trauma
Circulatory
Circulatory
Other
no
no
no
yes
yes
[70-80)
4
67
1
15
0
0
0
InternalMedicine
Other
Injury
Other
no
normal
yes
yes
no
[40-50)
3
1
1
9
0
0
0
Surgery
Other
Respiratory
Diabetes
no
no
no
yes
no
[60-70)
2
45
0
16
0
0
0
Missing
Respiratory
Circulatory
Other
no
no
no
yes
yes
[50-60)
2
70
0
9
0
0
0
Missing
Diabetes
Circulatory
Other
no
high
yes
yes
no
[80-90)
1
22
1
14
0
1
0
Surgery
Circulatory
Circulatory
Diabetes
no
no
no
yes
no
[60-70)
3
51
1
9
0
2
0
InternalMedicine
Circulatory
Circulatory
Other
normal
no
no
no
no
[60-70)
3
58
2
14
0
0
0
Other
Injury
Musculoskeletal
Musculoskeletal
no
normal
no
no
yes
[50-60)
5
16
0
19
2
1
0
Family/GeneralPractice
Other
Other
Circulatory
normal
no
yes
yes
no
[90-100)
2
15
0
5
1
0
0
Missing
Other
Diabetes
Circulatory
normal
no
yes
yes
no
[60-70)
7
56
0
26
0
4
0
InternalMedicine
Respiratory
Diabetes
Other
high
high
yes
yes
yes
[80-90)
9
23
2
4
0
1
0
Missing
Digestive
Circulatory
Circulatory
no
no
no
no
yes
[80-90)
2
33
0
4
0
0
0
Cardiology
Musculoskeletal
Circulatory
Other
no
no
no
yes
no
[60-70)
4
40
0
9
4
0
0
Missing
Other
Circulatory
Other
no
no
no
yes
no
[60-70)
8
40
6
19
0
2
1
Missing
Other
Injury
Digestive
no
no
yes
yes
no
[60-70)
2
48
1
18
0
5
0
Emergency/Trauma
Digestive
Other
Other
no
no
yes
yes
yes
[80-90)
2
43
0
14
0
3
0
Missing
Respiratory
Respiratory
Circulatory
no
no
yes
yes
yes
[60-70)
4
32
3
11
0
0
0
Missing
Other
Respiratory
Other
no
no
no
yes
yes
[60-70)
4
58
0
24
0
0
0
Emergency/Trauma
Injury
Diabetes
Circulatory
no
no
no
yes
no
[80-90)
2
52
1
11
0
2
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[70-80)
2
15
6
22
1
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[40-50)
1
1
1
22
0
0
0
Other
Musculoskeletal
Other
Circulatory
no
no
yes
yes
no
[80-90)
3
1
1
13
2
5
1
Missing
Respiratory
Other
Circulatory
no
no
yes
yes
yes
[70-80)
4
42
0
16
0
0
0
InternalMedicine
Injury
Injury
Circulatory
no
no
no
yes
yes
[80-90)
1
19
1
8
0
0
0
Missing
Other
Other
Other
no
no
no
no
yes
[50-60)
1
54
6
8
0
0
0
Cardiology
Circulatory
Other
Diabetes
no
no
no
no
no
[80-90)
6
48
0
12
0
2
1
InternalMedicine
Circulatory
Circulatory
Respiratory
no
normal
yes
yes
yes
[40-50)
3
41
2
23
0
0
0
Missing
Injury
Other
Diabetes
no
high
no
yes
no
[80-90)
4
38
1
30
0
0
0
InternalMedicine
Injury
Diabetes
Circulatory
no
no
yes
yes
no
[70-80)
7
42
5
25
0
0
0
Missing
Other
Other
Respiratory
no
no
yes
yes
no
[90-100)
2
69
3
17
0
2
0
Missing
Other
Other
Other
no
no
no
yes
yes
[60-70)
1
42
6
12
0
1
1
Cardiology
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[70-80)
13
70
6
63
0
0
0
Missing
Circulatory
Other
Injury
no
high
yes
yes
no
[70-80)
12
25
4
22
1
0
0
Missing
Digestive
Digestive
Digestive
normal
no
no
yes
yes
[40-50)
6
77
6
25
1
2
0
Family/GeneralPractice
Other
Diabetes
Other
no
high
yes
yes
yes
[40-50)
3
1
1
8
0
1
0
Other
Other
Circulatory
Circulatory
no
no
no
no
yes
[50-60)
2
19
3
20
0
0
0
Missing
Circulatory
Diabetes
Injury
no
no
yes
yes
no
[60-70)
6
38
4
14
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
normal
no
no
no
[80-90)
3
35
2
20
7
1
0
Missing
Other
Circulatory
Respiratory
no
no
yes
yes
no
[70-80)
4
13
2
19
6
1
0
Family/GeneralPractice
Digestive
Circulatory
Circulatory
high
no
yes
yes
no
[80-90)
5
43
0
18
0
0
0
Emergency/Trauma
Respiratory
Respiratory
Circulatory
no
no
yes
yes
yes
[50-60)
4
1
2
13
0
0
0
Missing
Diabetes
Circulatory
Circulatory
no
no
no
no
no
[60-70)
1
1
0
15
0
1
0
Emergency/Trauma
Respiratory
Circulatory
Respiratory
no
no
yes
yes
no
[50-60)
8
42
1
31
0
2
0
Other
Injury
Injury
Other
no
no
yes
yes
yes
[80-90)
8
59
1
16
0
1
0
InternalMedicine
Circulatory
Circulatory
Circulatory
high
no
no
no
yes
[60-70)
6
29
1
14
0
0
0
Other
Musculoskeletal
Diabetes
Other
no
no
yes
yes
no
[40-50)
3
42
5
9
0
1
0
Cardiology
Circulatory
Injury
Circulatory
no
no
no
yes
yes
[80-90)
1
13
0
16
0
0
0
Emergency/Trauma
Respiratory
Other
Diabetes
no
high
yes
yes
yes
[70-80)
1
25
1
21
0
0
0
Missing
Musculoskeletal
Circulatory
Circulatory
no
no
no
yes
no
[50-60)
1
15
0
8
0
2
0
Other
Other
Other
Other
normal
no
yes
yes
yes
[70-80)
4
54
0
14
0
1
0
InternalMedicine
Circulatory
Other
Digestive
no
no
yes
yes
no
[60-70)
3
30
3
8
1
0
0
Emergency/Trauma
Circulatory
Circulatory
Other
no
no
no
no
yes
[50-60)
10
81
6
36
0
0
0
Cardiology
Circulatory
Respiratory
Digestive
no
no
no
yes
no
[60-70)
7
38
1
20
0
0
0
Other
Injury
Circulatory
Other
no
no
no
yes
no
[80-90)
4
54
1
19
0
2
1
Other
Other
Respiratory
Circulatory
no
no
no
yes
yes
[80-90)
1
65
0
9
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[90-100)
4
16
2
12
0
0
0
Surgery
Circulatory
Circulatory
Other
normal
no
no
yes
no
[80-90)
5
52
0
11
0
1
0
Family/GeneralPractice
Other
Other
Other
no
normal
no
yes
no
[50-60)
3
41
0
13
0
0
0
Missing
Circulatory
Diabetes
Circulatory
no
no
yes
yes
no
[90-100)
3
57
0
6
0
0
0
InternalMedicine
Other
Other
Circulatory
no
no
no
yes
no
[70-80)
2
37
3
21
3
1
0
Missing
Circulatory
Circulatory
Other
no
no
no
yes
yes
[50-60)
3
54
0
15
0
0
0
Family/GeneralPractice
Other
Diabetes
Other
no
no
no
no
no
[40-50)
2
62
0
13
0
0
0
Missing
Other
Respiratory
Other
no
no
no
yes
yes
[60-70)
4
54
0
16
2
0
0
Other
Diabetes
Other
Circulatory
no
no
yes
yes
yes
[60-70)
3
37
3
21
2
0
0
Surgery
Musculoskeletal
Diabetes
Other
no
no
yes
yes
no
[50-60)
7
48
3
29
6
2
0
Missing
Respiratory
Circulatory
Circulatory
no
no
yes
yes
yes
[60-70)
2
30
0
12
0
2
0
Missing
Other
Circulatory
Respiratory
no
no
no
no
yes
[70-80)
2
2
1
3
0
0
0
Missing
Respiratory
Circulatory
Diabetes
no
no
no
no
yes
[50-60)
2
60
0
10
1
0
1
Missing
Other
Musculoskeletal
Other
no
no
no
no
yes
[50-60)
3
38
0
13
0
4
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[40-50)
9
51
0
12
0
2
0
Missing
Other
Respiratory
Other
no
no
no
no
no
[80-90)
2
64
0
20
0
2
0
Emergency/Trauma
Circulatory
Circulatory
Respiratory
no
no
no
no
no
[60-70)
7
79
1
37
0
0
0
Cardiology
Circulatory
Other
Other
no
high
no
yes
yes
[70-80)
2
58
2
12
0
1
0
Missing
Circulatory
Circulatory
Other
no
no
no
yes
yes
[60-70)
1
35
2
18
4
3
4
Missing
Circulatory
Other
Circulatory
no
no
no
no
yes
[60-70)
1
39
3
14
0
0
0
Other
Other
Other
Circulatory
no
no
yes
yes
yes
[80-90)
4
61
0
15
1
2
0
Missing
Other
Circulatory
Circulatory
no
no
yes
yes
no
[90-100)
1
26
0
15
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[70-80)
4
38
1
32
0
0
0
Surgery
Other
Injury
Other
no
no
yes
yes
no
[60-70)
3
50
0
20
0
0
0
Missing
Other
Respiratory
Circulatory
no
high
yes
yes
yes
[70-80)
2
59
0
7
0
0
0
Missing
Other
Other
Other
no
no
no
no
yes
[70-80)
6
33
0
11
0
1
0
Other
Musculoskeletal
Circulatory
Circulatory
no
no
no
yes
yes
[80-90)
1
24
0
16
0
1
0
Missing
Circulatory
Circulatory
Respiratory
no
no
no
yes
no
[90-100)
4
49
0
24
6
2
0
Missing
Other
Other
Circulatory
no
no
yes
yes
yes
[60-70)
1
50
3
8
0
0
0
InternalMedicine
Circulatory
Circulatory
Diabetes
normal
high
no
yes
yes
[90-100)
3
14
0
12
0
0
0
Missing
Other
Respiratory
Other
no
no
no
no
no
[60-70)
6
23
1
20
0
0
0
Other
Musculoskeletal
Diabetes
Other
no
no
yes
yes
no
[70-80)
1
45
0
8
0
0
0
Missing
Circulatory
Circulatory
Respiratory
no
no
no
no
yes
[80-90)
3
38
0
12
0
0
0
Emergency/Trauma
Injury
Other
Circulatory
no
no
no
yes
no
[70-80)
6
41
4
42
0
0
0
Surgery
Circulatory
Respiratory
Circulatory
no
no
yes
yes
yes
[80-90)
2
46
1
12
0
0
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
no
no
yes
no
[70-80)
3
9
1
16
0
0
0
Emergency/Trauma
Circulatory
Other
Musculoskeletal
no
no
no
no
no
[60-70)
2
1
0
7
0
0
0
Missing
Digestive
Diabetes
Digestive
no
no
no
yes
no
[80-90)
7
66
0
12
0
1
1
Missing
Other
Circulatory
Respiratory
no
no
yes
yes
yes
[60-70)
13
70
0
29
0
0
0
Emergency/Trauma
Respiratory
Other
Other
no
no
yes
yes
yes
[80-90)
3
70
1
14
0
1
0
Missing
Digestive
Digestive
Other
no
no
no
no
no
[70-80)
4
44
0
17
0
0
0
Missing
Circulatory
Musculoskeletal
Digestive
no
no
no
no
no
[40-50)
3
19
0
8
2
0
0
Family/GeneralPractice
Digestive
Other
Digestive
no
no
yes
yes
yes