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
[40-50)
2
44
4
12
0
0
0
Surgery
Digestive
Digestive
Circulatory
no
no
no
no
no
[40-50)
6
40
4
16
0
0
0
Family/GeneralPractice
Other
Other
Respiratory
no
no
yes
yes
yes
[70-80)
12
31
2
21
1
3
0
InternalMedicine
Other
Digestive
Other
no
no
no
no
yes
[70-80)
3
28
1
8
0
0
0
Missing
Other
Other
Other
no
no
yes
yes
yes
[70-80)
3
1
1
10
0
0
0
Missing
Circulatory
Other
Circulatory
no
no
no
yes
yes
[40-50)
1
4
2
17
0
2
0
Missing
Other
Diabetes
Circulatory
no
no
no
no
yes
[50-60)
2
73
2
15
0
3
0
Missing
Digestive
Circulatory
Circulatory
no
high
yes
yes
yes
[80-90)
3
54
0
11
0
2
1
Missing
Other
Other
Circulatory
no
no
yes
yes
no
[50-60)
6
69
1
17
0
0
0
Missing
Injury
Musculoskeletal
Other
no
normal
yes
yes
no
[40-50)
2
58
1
19
0
0
0
Cardiology
Digestive
Other
Other
no
high
yes
yes
yes
[90-100)
4
53
0
9
0
1
0
InternalMedicine
Injury
Circulatory
Other
no
no
no
no
no
[60-70)
2
49
0
14
0
1
0
InternalMedicine
Circulatory
Circulatory
Respiratory
no
no
no
yes
yes
[80-90)
2
31
3
24
0
0
0
Emergency/Trauma
Injury
Diabetes
Respiratory
no
no
no
yes
no
[80-90)
8
22
0
16
0
1
0
Surgery
Digestive
Diabetes
Circulatory
high
no
yes
yes
yes
[80-90)
3
65
0
14
0
0
0
Emergency/Trauma
Circulatory
Other
Other
no
no
yes
yes
yes
[40-50)
1
23
2
19
0
2
0
Missing
Circulatory
Diabetes
Other
no
no
yes
yes
no
[40-50)
2
39
1
17
0
3
0
Missing
Other
Other
Diabetes
no
no
no
yes
no
[50-60)
6
25
0
17
0
0
0
Other
Other
Digestive
Other
normal
no
no
no
yes
[80-90)
2
53
0
14
0
0
0
InternalMedicine
Circulatory
Circulatory
Other
no
high
no
yes
no
[80-90)
4
44
1
12
0
0
0
Emergency/Trauma
Other
Other
Other
no
no
yes
yes
no
[40-50)
2
10
0
7
0
0
0
Cardiology
Circulatory
Circulatory
Diabetes
no
no
no
no
yes
[70-80)
5
43
0
16
0
1
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
no
[70-80)
2
54
0
16
0
0
0
Missing
Injury
Other
Diabetes
no
no
yes
yes
yes
[80-90)
8
53
1
25
0
0
0
Missing
Respiratory
Circulatory
Other
no
no
no
yes
yes
[60-70)
3
37
0
5
0
1
0
Family/GeneralPractice
Digestive
Other
Diabetes
no
no
no
yes
no
[80-90)
5
46
0
15
0
3
1
Emergency/Trauma
Circulatory
Other
Respiratory
no
no
yes
yes
no
[40-50)
8
27
0
11
0
0
0
Missing
Other
Circulatory
Other
no
high
yes
yes
yes
[50-60)
4
42
6
23
0
2
0
InternalMedicine
Injury
Circulatory
Other
no
high
yes
yes
yes
[50-60)
9
72
2
32
0
0
0
Missing
Digestive
Circulatory
Digestive
no
no
yes
yes
no
[60-70)
9
73
6
42
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
yes
yes
yes
[80-90)
1
32
0
11
4
0
0
Missing
Other
Other
Diabetes
no
no
yes
yes
no
[40-50)
6
63
1
18
5
9
5
Missing
Other
Other
Other
no
no
no
yes
yes
[80-90)
4
24
0
20
0
0
0
Cardiology
Respiratory
Circulatory
Other
normal
no
no
no
no
[60-70)
2
52
2
17
0
0
0
Missing
Other
Injury
Digestive
no
no
no
yes
yes
[40-50)
2
57
3
16
0
0
0
Emergency/Trauma
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[70-80)
1
38
3
19
0
1
0
Surgery
Diabetes
Circulatory
Other
no
no
yes
yes
yes
[80-90)
3
47
0
10
0
3
0
Missing
Digestive
Other
Circulatory
no
no
no
yes
yes
[90-100)
2
42
0
9
0
3
0
InternalMedicine
Respiratory
Respiratory
Other
no
no
no
yes
no
[60-70)
5
46
0
16
0
0
0
InternalMedicine
Respiratory
Respiratory
Respiratory
no
no
yes
yes
no
[70-80)
4
3
0
21
1
0
0
Missing
Injury
Other
Other
no
no
yes
yes
yes
[80-90)
2
59
0
10
0
1
1
Missing
Other
Other
Other
no
high
yes
yes
yes
[70-80)
7
55
3
19
0
0
0
Surgery
Circulatory
Other
Respiratory
no
no
yes
yes
no
[60-70)
3
54
0
12
5
2
1
Missing
Respiratory
Circulatory
Circulatory
no
no
no
yes
yes
[50-60)
1
17
0
3
1
1
0
Missing
Injury
Diabetes
Circulatory
high
no
no
yes
no
[70-80)
1
69
1
12
1
1
0
Missing
Diabetes
Other
Digestive
no
no
yes
yes
no
[70-80)
3
70
0
7
0
0
1
Missing
Respiratory
Respiratory
Other
no
no
no
no
no
[50-60)
12
55
5
25
0
0
0
Missing
Circulatory
Other
Diabetes
no
high
no
yes
no
[80-90)
3
42
0
20
0
0
0
InternalMedicine
Respiratory
Diabetes
Musculoskeletal
no
no
no
yes
yes
[70-80)
1
34
4
12
0
0
0
Missing
Circulatory
Other
Diabetes
no
no
no
yes
no
[60-70)
3
35
0
15
0
3
0
Family/GeneralPractice
Respiratory
Diabetes
Circulatory
no
no
yes
yes
yes
[70-80)
3
55
1
13
3
2
0
Missing
Other
Diabetes
Circulatory
no
no
yes
yes
yes
[70-80)
5
47
0
24
0
1
0
Missing
Other
Other
Diabetes
no
no
yes
yes
yes
[90-100)
5
59
0
24
0
0
0
Missing
Respiratory
Circulatory
Circulatory
no
no
yes
yes
no
[80-90)
6
63
0
15
0
1
0
Family/GeneralPractice
Circulatory
Other
Diabetes
no
no
no
yes
yes
[40-50)
9
35
3
24
0
0
0
InternalMedicine
Diabetes
Other
Other
no
no
yes
yes
no
[60-70)
1
46
0
5
0
0
0
Other
Other
Diabetes
Circulatory
no
no
yes
yes
no
[60-70)
2
35
3
14
0
0
0
Cardiology
Respiratory
Circulatory
Other
no
no
no
yes
no
[60-70)
3
5
1
17
0
0
0
Missing
Musculoskeletal
Respiratory
Other
no
no
no
yes
yes
[50-60)
11
46
4
30
0
1
0
Other
Injury
Musculoskeletal
Other
no
no
no
no
no
[70-80)
4
37
2
15
0
1
1
Missing
Digestive
Digestive
Diabetes
no
no
yes
yes
no
[60-70)
12
39
2
13
0
0
0
Missing
Injury
Digestive
Diabetes
no
no
no
yes
no
[70-80)
2
34
0
11
0
0
0
Missing
Circulatory
Other
Circulatory
no
normal
no
yes
yes
[40-50)
1
49
0
9
0
1
0
Missing
Respiratory
Circulatory
Circulatory
no
normal
no
yes
yes
[70-80)
4
47
0
21
0
1
0
Missing
Other
Other
Other
no
no
yes
yes
yes
[60-70)
1
15
4
16
1
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[40-50)
3
66
0
11
0
0
0
Other
Diabetes
Other
Diabetes
no
high
no
yes
no
[80-90)
7
57
0
13
0
0
0
Missing
Respiratory
Circulatory
Diabetes
no
no
no
no
no
[60-70)
1
12
0
3
0
0
0
Missing
Other
Diabetes
Other
no
high
no
no
no
[60-70)
2
55
0
14
0
1
0
InternalMedicine
Diabetes
Circulatory
Other
no
no
yes
yes
yes
[50-60)
8
64
0
13
0
0
0
Missing
Other
Other
Diabetes
no
normal
no
yes
yes
[80-90)
1
42
0
8
1
0
0
InternalMedicine
Respiratory
Diabetes
Circulatory
no
no
no
yes
no
[50-60)
2
57
0
12
0
2
1
Emergency/Trauma
Other
Diabetes
Other
no
high
yes
yes
yes
[60-70)
5
53
4
30
0
0
0
Missing
Circulatory
Diabetes
Circulatory
no
no
no
yes
no
[50-60)
3
53
0
27
1
0
0
Missing
Other
Other
Other
no
no
yes
yes
yes
[60-70)
4
58
0
19
1
4
1
Missing
Diabetes
Other
Circulatory
no
no
no
yes
yes
[70-80)
11
47
4
23
1
0
0
Surgery
Diabetes
Other
Circulatory
no
no
yes
yes
no
[60-70)
1
43
0
11
0
0
2
Missing
Circulatory
Other
Circulatory
no
no
yes
yes
yes
[50-60)
1
44
0
8
0
0
0
Cardiology
Respiratory
Diabetes
Circulatory
no
no
yes
yes
no
[60-70)
1
36
0
4
0
0
0
Missing
Other
Other
Digestive
no
no
no
yes
no
[80-90)
7
50
0
15
1
0
0
Missing
Other
Other
Diabetes
no
no
yes
yes
no
[70-80)
1
41
0
11
0
1
0
Missing
Respiratory
Other
Circulatory
no
no
yes
yes
no
[70-80)
2
1
3
11
0
0
0
Emergency/Trauma
Circulatory
Other
Other
no
no
no
no
yes
[70-80)
6
68
2
16
0
1
0
Emergency/Trauma
Digestive
Other
Diabetes
no
no
yes
yes
no
[60-70)
3
48
0
15
0
0
0
Missing
Digestive
Other
Other
no
no
yes
yes
yes
[60-70)
7
62
1
28
0
0
0
Emergency/Trauma
Other
Other
Circulatory
no
no
yes
yes
yes
[50-60)
1
9
1
7
0
0
0
Missing
Other
Respiratory
Diabetes
normal
no
no
no
no
[40-50)
1
5
0
6
0
0
0
InternalMedicine
Circulatory
Diabetes
Other
no
no
no
yes
no
[70-80)
3
42
0
11
2
0
0
Missing
Diabetes
Digestive
Other
no
no
yes
yes
yes
[70-80)
9
73
1
16
0
3
0
InternalMedicine
Respiratory
Circulatory
Circulatory
no
no
no
yes
yes
[60-70)
2
47
3
11
1
0
0
Missing
Other
Digestive
Digestive
no
high
yes
yes
yes
[50-60)
4
38
5
22
0
0
0
InternalMedicine
Circulatory
Circulatory
Respiratory
no
normal
no
yes
no
[80-90)
2
39
0
3
0
2
0
InternalMedicine
Digestive
Circulatory
Diabetes
normal
no
no
no
yes
[60-70)
3
36
1
13
0
0
0
Missing
Other
Other
Diabetes
no
no
no
yes
no
[50-60)
1
54
0
6
0
0
0
Missing
Other
Other
Diabetes
no
no
no
no
yes
[60-70)
9
1
1
25
0
0
0
Emergency/Trauma
Respiratory
Circulatory
Diabetes
no
no
yes
yes
yes
[60-70)
6
45
2
18
0
0
0
InternalMedicine
Other
Digestive
Other
no
no
no
yes
no
[70-80)
3
2
2
10
0
0
0
Emergency/Trauma
Digestive
Other
Other
no
no
no
no
yes
[70-80)
2
31
2
27
1
2
0
Missing
Musculoskeletal
Other
Diabetes
no
no
no
yes
yes
[50-60)
4
49
1
17
0
0
0
Surgery
Musculoskeletal
Digestive
Digestive
no
no
no
no
no
[80-90)
4
37
0
14
0
0
0
Family/GeneralPractice
Circulatory
Circulatory
Circulatory
no
high
yes
yes
no