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
[50-60)
4
52
0
15
1
0
0
Missing
Other
Other
Other
no
no
no
yes
no
[50-60)
5
36
1
15
2
0
0
Missing
Diabetes
Other
Other
no
high
yes
yes
yes
[50-60)
1
44
0
14
0
0
0
InternalMedicine
Respiratory
Other
Diabetes
no
high
yes
yes
yes
[40-50)
4
44
0
8
0
0
0
Family/GeneralPractice
Circulatory
Circulatory
Circulatory
no
normal
no
yes
no
[80-90)
2
34
4
17
0
2
0
Cardiology
Circulatory
Other
Other
no
no
no
yes
yes
[70-80)
4
26
2
6
2
0
0
Missing
Other
Other
Diabetes
no
no
no
yes
yes
[40-50)
2
42
6
22
0
0
1
Emergency/Trauma
Circulatory
Circulatory
Injury
no
no
yes
yes
yes
[80-90)
2
39
0
9
0
0
0
Family/GeneralPractice
Circulatory
Circulatory
Respiratory
no
no
no
no
no
[40-50)
8
60
4
29
0
0
0
Missing
Other
Other
Other
no
high
yes
yes
yes
[70-80)
3
61
0
8
0
0
0
Family/GeneralPractice
Circulatory
Circulatory
Diabetes
no
no
no
yes
no
[50-60)
8
20
0
32
1
7
0
Missing
Respiratory
Respiratory
Other
high
no
yes
yes
no
[70-80)
3
2
0
13
0
0
0
Missing
Other
Other
Other
no
no
yes
yes
no
[50-60)
5
9
1
27
0
2
4
Family/GeneralPractice
Respiratory
Other
Circulatory
high
no
yes
yes
yes
[60-70)
5
42
0
21
1
1
4
Family/GeneralPractice
Respiratory
Circulatory
Diabetes
no
no
yes
yes
yes
[80-90)
1
9
0
5
0
0
1
Emergency/Trauma
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[40-50)
1
53
0
6
0
1
0
Missing
Injury
Respiratory
Circulatory
no
no
no
yes
no
[70-80)
6
48
1
13
0
1
1
Emergency/Trauma
Circulatory
Circulatory
Other
no
no
no
no
yes
[70-80)
3
33
1
30
0
0
0
Other
Musculoskeletal
Other
Diabetes
no
no
yes
yes
yes
[60-70)
6
31
1
23
0
0
0
Missing
Injury
Other
Other
no
no
yes
yes
yes
[50-60)
1
28
3
13
0
0
0
Missing
Circulatory
Respiratory
Diabetes
no
no
yes
yes
yes
[70-80)
4
38
1
26
0
0
0
Surgery
Diabetes
Circulatory
Other
no
no
no
yes
yes
[50-60)
2
1
3
9
0
0
0
Missing
Circulatory
Circulatory
Injury
no
no
no
yes
no
[80-90)
2
58
0
12
1
1
1
Missing
Circulatory
Other
Other
normal
no
no
no
yes
[40-50)
11
49
0
7
0
0
0
Family/GeneralPractice
Other
Other
Diabetes
no
no
no
no
yes
[70-80)
2
23
1
23
0
0
0
Missing
Other
Circulatory
Other
no
no
no
yes
no
[40-50)
4
66
4
27
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[70-80)
4
55
0
10
0
0
0
Emergency/Trauma
Other
Other
Circulatory
no
high
yes
yes
yes
[70-80)
2
35
0
12
3
2
0
Missing
Circulatory
Other
Circulatory
no
no
no
yes
yes
[70-80)
5
42
1
10
0
0
0
Emergency/Trauma
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[60-70)
5
11
6
21
0
0
0
Missing
Circulatory
Circulatory
Diabetes
normal
no
no
no
no
[80-90)
3
12
0
9
2
0
0
Cardiology
Circulatory
Circulatory
Circulatory
normal
no
no
no
no
[50-60)
4
26
0
18
0
0
0
Missing
Other
Other
Circulatory
normal
no
yes
yes
no
[60-70)
1
34
1
5
0
0
0
Other
Circulatory
Diabetes
Circulatory
no
no
no
no
yes
[40-50)
13
46
4
37
0
1
0
Missing
Diabetes
Circulatory
Injury
no
no
no
yes
no
[60-70)
3
49
1
23
0
2
1
Missing
Respiratory
Other
Other
no
no
no
yes
yes
[50-60)
4
45
5
14
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
high
no
yes
no
[70-80)
10
79
2
15
4
0
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[70-80)
2
43
0
16
0
0
0
InternalMedicine
Respiratory
Circulatory
Other
no
no
yes
yes
no
[60-70)
2
37
0
17
0
0
0
Missing
Other
Digestive
Missing
no
no
no
yes
yes
[50-60)
11
46
1
17
0
0
0
InternalMedicine
Other
Other
Other
no
no
no
no
no
[40-50)
1
24
0
7
0
0
0
Missing
Circulatory
Respiratory
Diabetes
no
no
yes
yes
no
[50-60)
1
8
1
14
0
1
0
Other
Injury
Other
Circulatory
no
no
no
yes
no
[60-70)
4
55
3
12
0
0
0
Other
Diabetes
Circulatory
Circulatory
no
no
yes
yes
yes
[50-60)
1
44
0
6
0
0
0
Missing
Circulatory
Respiratory
Other
no
no
no
yes
no
[70-80)
4
34
2
28
1
1
0
Missing
Musculoskeletal
Other
Diabetes
no
no
no
no
yes
[60-70)
3
20
0
12
0
0
0
Missing
Other
Circulatory
Other
normal
no
no
no
yes
[60-70)
4
18
0
12
1
0
0
Missing
Respiratory
Respiratory
Digestive
high
no
yes
yes
no
[50-60)
3
49
0
24
0
2
0
Missing
Respiratory
Other
Other
no
no
yes
yes
yes
[70-80)
5
77
6
35
0
0
0
Emergency/Trauma
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[70-80)
6
63
6
24
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
yes
yes
yes
[60-70)
3
30
6
12
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[80-90)
2
53
0
12
0
0
0
Missing
Circulatory
Circulatory
Respiratory
no
no
no
no
no
[90-100)
4
49
0
5
0
0
0
InternalMedicine
Other
Circulatory
Other
no
no
no
no
yes
[60-70)
7
34
1
21
0
2
0
Missing
Respiratory
Other
Diabetes
high
no
yes
yes
yes
[70-80)
4
46
2
10
0
0
0
Other
Musculoskeletal
Diabetes
Circulatory
no
high
no
no
no
[80-90)
3
43
2
13
0
0
0
Family/GeneralPractice
Digestive
Circulatory
Circulatory
no
no
no
yes
no
[60-70)
2
39
1
10
0
0
0
InternalMedicine
Digestive
Other
Digestive
no
no
yes
yes
yes
[40-50)
8
80
2
15
0
0
0
Missing
Diabetes
Digestive
Digestive
no
no
no
yes
no
[50-60)
7
37
4
21
0
1
0
Missing
Respiratory
Circulatory
Other
no
no
yes
yes
yes
[80-90)
3
17
0
11
0
0
0
Missing
Digestive
Other
Circulatory
normal
no
yes
yes
no
[70-80)
2
54
0
10
0
0
0
Missing
Other
Other
Other
no
no
no
yes
no
[50-60)
3
1
2
26
1
1
3
Other
Circulatory
Other
Other
no
no
yes
yes
no
[70-80)
5
39
0
17
0
0
0
InternalMedicine
Injury
Other
Injury
no
no
yes
yes
no
[50-60)
1
14
2
20
0
0
0
Other
Other
Diabetes
Missing
no
no
no
yes
no
[50-60)
7
39
1
10
0
1
0
Missing
Digestive
Other
Circulatory
no
no
no
no
no
[50-60)
1
7
0
9
0
0
0
Cardiology
Circulatory
Circulatory
Respiratory
no
no
no
no
no
[70-80)
3
39
3
9
0
0
0
Missing
Digestive
Other
Circulatory
no
no
no
yes
no
[60-70)
5
46
5
22
0
0
0
Missing
Circulatory
Other
Other
no
no
no
yes
no
[70-80)
2
11
1
9
0
0
0
Other
Digestive
Other
Digestive
no
no
yes
yes
yes
[60-70)
1
37
6
17
0
0
0
Other
Circulatory
Injury
Other
no
no
no
no
no
[40-50)
2
62
0
11
0
0
0
InternalMedicine
Respiratory
Circulatory
Diabetes
no
no
no
yes
yes
[70-80)
1
53
6
11
0
0
0
Missing
Other
Other
Other
no
no
no
yes
yes
[70-80)
9
42
0
16
0
1
0
InternalMedicine
Injury
Other
Musculoskeletal
no
high
no
no
no
[70-80)
1
45
0
10
0
0
1
Missing
Circulatory
Circulatory
Other
no
no
no
no
yes
[70-80)
2
43
0
9
0
0
0
Other
Other
Other
Other
no
no
no
yes
no
[60-70)
2
29
4
18
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
no
no
no
[70-80)
1
29
1
8
0
2
0
Missing
Other
Circulatory
Other
no
no
yes
yes
yes
[50-60)
2
74
5
13
0
0
1
Family/GeneralPractice
Digestive
Other
Other
no
no
no
yes
yes
[80-90)
2
78
3
13
0
0
0
Emergency/Trauma
Other
Respiratory
Digestive
no
high
yes
yes
yes
[70-80)
3
1
0
12
0
0
0
Missing
Circulatory
Other
Circulatory
no
no
yes
yes
no
[60-70)
3
5
0
20
0
1
0
Other
Respiratory
Circulatory
Circulatory
no
no
yes
yes
yes
[40-50)
4
72
1
13
0
0
0
Missing
Digestive
Other
Circulatory
no
normal
no
yes
yes
[80-90)
3
62
0
13
0
0
0
Missing
Respiratory
Other
Circulatory
no
no
yes
yes
yes
[70-80)
3
52
2
13
1
0
0
Emergency/Trauma
Other
Respiratory
Respiratory
no
no
yes
yes
no
[70-80)
5
46
3
17
0
0
0
Cardiology
Circulatory
Circulatory
Other
no
no
no
no
no
[70-80)
1
43
2
8
0
1
0
Cardiology
Circulatory
Circulatory
Diabetes
no
no
no
no
no
[60-70)
5
39
0
23
0
0
0
Missing
Digestive
Other
Circulatory
no
no
yes
yes
no
[80-90)
14
45
1
18
0
0
0
Missing
Other
Circulatory
Circulatory
no
no
no
yes
no
[40-50)
14
86
6
23
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
high
yes
yes
no
[70-80)
2
25
1
9
0
0
0
Missing
Digestive
Other
Circulatory
no
no
no
yes
yes
[60-70)
1
49
0
14
0
1
0
InternalMedicine
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[90-100)
3
48
1
24
0
3
0
Other
Injury
Other
Other
no
no
yes
yes
yes
[70-80)
4
56
2
19
0
6
0
Emergency/Trauma
Circulatory
Circulatory
Respiratory
no
no
no
no
yes
[60-70)
4
53
0
21
0
0
0
InternalMedicine
Respiratory
Other
Diabetes
no
normal
no
yes
no
[80-90)
5
52
2
25
0
0
0
Other
Injury
Other
Circulatory
no
no
no
no
yes
[70-80)
1
22
6
18
0
0
0
Other
Circulatory
Other
Respiratory
no
no
no
no
no
[60-70)
1
13
0
8
1
0
0
Missing
Circulatory
Circulatory
Other
no
no
no
yes
yes
[80-90)
2
51
0
13
0
0
0
Missing
Circulatory
Other
Circulatory
no
no
yes
yes
yes
[80-90)
6
89
4
29
1
1
0
Cardiology
Injury
Other
Circulatory
no
no
no
yes
yes
[60-70)
3
53
4
22
0
0
0
Other
Musculoskeletal
Respiratory
Circulatory
no
no
no
no
no