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
[60-70)
4
29
5
4
0
0
0
Missing
Circulatory
Other
Digestive
no
no
no
yes
no
[50-60)
4
65
0
17
0
0
0
Emergency/Trauma
Respiratory
Diabetes
Other
no
no
no
yes
no
[60-70)
8
63
2
15
0
0
0
Emergency/Trauma
Musculoskeletal
Digestive
Digestive
no
no
yes
yes
no
[70-80)
3
55
4
14
0
1
2
Emergency/Trauma
Circulatory
Respiratory
Other
no
high
yes
yes
no
[90-100)
10
44
0
27
1
1
0
Missing
Other
Other
Respiratory
no
no
yes
yes
no
[50-60)
2
23
0
15
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
no
yes
no
[80-90)
6
40
1
20
1
3
0
Family/GeneralPractice
Diabetes
Circulatory
Other
no
no
yes
yes
yes
[60-70)
6
74
0
21
0
0
0
Emergency/Trauma
Digestive
Digestive
Other
no
no
yes
yes
yes
[50-60)
7
50
4
8
0
0
0
Missing
Circulatory
Diabetes
Circulatory
no
no
yes
yes
no
[90-100)
2
37
0
9
1
1
0
Missing
Other
Digestive
Circulatory
no
no
yes
yes
yes
[50-60)
1
44
2
12
0
2
0
Missing
Digestive
Digestive
Circulatory
no
no
no
yes
no
[50-60)
3
59
1
13
0
0
0
Missing
Respiratory
Circulatory
Diabetes
no
no
no
yes
yes
[60-70)
6
49
2
38
0
0
0
Surgery
Circulatory
Other
Other
no
no
yes
yes
yes
[50-60)
4
45
1
14
0
0
0
Other
Diabetes
Circulatory
Digestive
no
no
no
no
no
[70-80)
5
53
0
15
0
0
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
no
no
yes
no
[40-50)
5
44
0
22
0
0
0
Missing
Other
Respiratory
Other
no
high
no
yes
no
[50-60)
1
10
0
16
0
1
0
Missing
Circulatory
Circulatory
Other
no
no
no
yes
no
[90-100)
12
45
0
22
0
0
0
InternalMedicine
Circulatory
Circulatory
Injury
no
no
no
yes
no
[70-80)
1
35
2
7
0
0
0
Cardiology
Circulatory
Circulatory
Respiratory
no
no
no
no
no
[50-60)
3
48
0
13
0
0
2
Family/GeneralPractice
Other
Circulatory
Diabetes
no
no
yes
yes
no
[60-70)
4
45
0
13
1
1
0
Emergency/Trauma
Digestive
Circulatory
Circulatory
no
no
yes
yes
no
[50-60)
2
28
0
15
4
0
0
Missing
Circulatory
Respiratory
Circulatory
no
no
no
yes
no
[40-50)
4
73
5
14
0
0
0
Cardiology
Musculoskeletal
Respiratory
Respiratory
no
no
no
no
no
[60-70)
3
42
1
15
0
4
0
Missing
Digestive
Circulatory
Other
no
no
yes
yes
yes
[60-70)
2
2
2
25
0
1
0
Missing
Digestive
Digestive
Other
no
no
yes
yes
yes
[60-70)
5
54
0
23
0
3
0
InternalMedicine
Other
Respiratory
Diabetes
normal
no
no
yes
yes
[80-90)
8
39
0
22
0
0
0
Surgery
Injury
Other
Other
no
no
yes
yes
no
[50-60)
5
2
2
15
0
1
0
Cardiology
Other
Other
Diabetes
no
no
yes
yes
yes
[60-70)
5
48
1
24
0
2
0
InternalMedicine
Circulatory
Circulatory
Other
no
no
yes
yes
yes
[50-60)
7
46
4
18
0
0
0
Missing
Circulatory
Circulatory
Digestive
no
no
no
no
yes
[40-50)
2
45
0
9
0
0
0
Other
Respiratory
Circulatory
Other
no
no
no
yes
no
[70-80)
1
5
1
21
0
0
0
Other
Musculoskeletal
Circulatory
Diabetes
no
no
yes
yes
no
[50-60)
4
52
3
17
0
0
0
Other
Other
Other
Other
no
no
yes
yes
no
[70-80)
4
60
0
13
2
0
0
Missing
Other
Respiratory
Other
no
no
no
yes
yes
[60-70)
9
56
1
21
0
0
0
Missing
Other
Digestive
Digestive
no
no
yes
yes
no
[80-90)
6
18
0
8
0
0
0
InternalMedicine
Respiratory
Other
Diabetes
high
no
yes
yes
no
[60-70)
12
82
5
31
0
1
0
Cardiology
Circulatory
Circulatory
Respiratory
no
no
yes
yes
yes
[40-50)
4
48
6
34
0
0
0
Cardiology
Circulatory
Injury
Circulatory
no
no
no
no
yes
[50-60)
3
1
0
2
0
0
0
Missing
Other
Diabetes
Other
no
no
no
no
yes
[70-80)
3
70
0
20
0
6
1
Missing
Other
Other
Other
no
no
yes
yes
yes
[70-80)
5
69
3
17
1
2
0
Family/GeneralPractice
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[70-80)
12
70
1
45
0
2
0
Missing
Injury
Circulatory
Respiratory
no
no
yes
yes
yes
[50-60)
6
56
1
15
0
1
0
Emergency/Trauma
Musculoskeletal
Circulatory
Musculoskeletal
no
no
no
yes
no
[70-80)
9
17
1
34
2
0
0
Family/GeneralPractice
Respiratory
Respiratory
Other
normal
no
yes
yes
no
[70-80)
4
66
3
19
0
3
0
InternalMedicine
Other
Other
Circulatory
no
no
no
yes
yes
[50-60)
1
46
2
8
0
0
0
InternalMedicine
Digestive
Other
Digestive
no
no
no
yes
yes
[80-90)
9
42
1
31
0
2
1
Other
Circulatory
Circulatory
Other
no
no
yes
yes
no
[60-70)
13
61
4
25
0
0
0
InternalMedicine
Respiratory
Respiratory
Other
no
high
yes
yes
yes
[60-70)
9
30
4
28
0
0
1
Other
Diabetes
Circulatory
Circulatory
no
no
no
no
no
[70-80)
9
67
2
27
1
0
0
Missing
Respiratory
Other
Circulatory
no
no
yes
yes
yes
[60-70)
9
59
2
25
0
2
0
Missing
Respiratory
Respiratory
Other
no
no
no
no
no
[70-80)
3
59
0
10
0
0
0
Family/GeneralPractice
Other
Other
Other
no
no
no
yes
no
[80-90)
10
44
0
27
0
1
0
Missing
Circulatory
Circulatory
Other
no
no
no
yes
no
[90-100)
5
28
0
5
0
3
0
Emergency/Trauma
Digestive
Musculoskeletal
Diabetes
no
no
no
yes
yes
[80-90)
1
37
2
22
0
1
0
Cardiology
Injury
Circulatory
Circulatory
no
no
no
yes
yes
[80-90)
1
38
1
10
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[80-90)
3
51
2
18
1
1
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[60-70)
5
62
6
19
0
1
0
Cardiology
Circulatory
Circulatory
Circulatory
no
high
no
no
no
[70-80)
5
45
5
20
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[50-60)
2
44
3
18
0
0
0
Family/GeneralPractice
Circulatory
Diabetes
Circulatory
no
no
yes
yes
no
[50-60)
5
70
0
14
0
0
0
Missing
Digestive
Other
Injury
no
no
yes
yes
no
[80-90)
4
65
2
5
0
0
0
Missing
Digestive
Other
Digestive
no
no
no
no
no
[80-90)
7
83
6
37
2
1
0
Missing
Circulatory
Injury
Circulatory
no
normal
no
yes
yes
[70-80)
4
17
1
18
3
0
0
Surgery
Circulatory
Circulatory
Circulatory
normal
no
no
no
yes
[80-90)
3
38
0
10
0
0
0
InternalMedicine
Injury
Other
Other
no
no
yes
yes
no
[50-60)
4
48
0
13
4
6
2
Missing
Diabetes
Digestive
Other
no
no
yes
yes
yes
[60-70)
4
8
0
20
0
0
0
Emergency/Trauma
Circulatory
Other
Circulatory
no
no
yes
yes
yes
[50-60)
2
1
0
5
0
0
0
Missing
Respiratory
Other
Other
no
no
no
no
no
[70-80)
7
54
6
33
0
0
0
Missing
Circulatory
Respiratory
Respiratory
no
high
yes
yes
no
[50-60)
5
62
2
12
0
0
0
Missing
Digestive
Digestive
Other
no
normal
no
yes
no
[60-70)
2
47
5
17
0
0
0
Missing
Circulatory
Respiratory
Circulatory
no
no
no
no
no
[80-90)
4
12
0
14
0
1
0
Family/GeneralPractice
Other
Other
Circulatory
normal
no
yes
yes
yes
[50-60)
1
76
0
8
0
0
0
Emergency/Trauma
Respiratory
Other
Diabetes
no
high
yes
yes
no
[80-90)
1
55
3
8
0
0
0
Missing
Respiratory
Circulatory
Other
no
no
no
yes
no
[80-90)
6
65
0
17
0
0
0
Family/GeneralPractice
Respiratory
Respiratory
Respiratory
no
no
no
yes
yes
[80-90)
2
33
3
7
0
2
0
InternalMedicine
Circulatory
Circulatory
Digestive
no
no
no
no
yes
[70-80)
4
48
6
23
0
0
0
InternalMedicine
Circulatory
Respiratory
Circulatory
no
no
no
yes
no
[80-90)
7
39
1
28
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[70-80)
12
50
3
25
0
3
3
InternalMedicine
Other
Other
Other
no
no
no
yes
no
[70-80)
1
31
6
9
0
0
0
Cardiology
Circulatory
Diabetes
Circulatory
no
no
yes
yes
no
[60-70)
3
29
1
21
0
0
0
Missing
Other
Respiratory
Circulatory
no
no
no
yes
yes
[70-80)
4
22
0
15
0
2
0
Missing
Other
Circulatory
Diabetes
no
no
yes
yes
yes
[70-80)
1
20
1
23
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
no
no
no
[70-80)
2
58
0
18
0
1
0
Family/GeneralPractice
Other
Circulatory
Circulatory
no
no
yes
yes
no
[90-100)
4
44
1
12
0
0
0
Missing
Injury
Circulatory
Other
no
no
no
yes
yes
[90-100)
4
57
0
16
0
0
0
Family/GeneralPractice
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[40-50)
3
38
3
20
0
0
0
Missing
Other
Other
Other
no
no
no
no
no
[70-80)
2
33
3
8
0
0
0
Emergency/Trauma
Respiratory
Circulatory
Other
no
no
no
no
no
[40-50)
2
41
0
7
0
0
0
Other
Other
Circulatory
Respiratory
no
no
no
no
no
[50-60)
1
29
0
9
0
0
0
Missing
Other
Diabetes
Other
no
no
yes
yes
yes
[50-60)
3
40
6
16
0
0
0
Surgery
Injury
Respiratory
Circulatory
no
no
yes
yes
yes
[40-50)
2
66
0
10
0
0
0
Family/GeneralPractice
Diabetes
Other
Other
no
high
yes
yes
no
[50-60)
1
39
0
11
0
0
0
InternalMedicine
Digestive
Other
Other
no
no
no
yes
yes
[90-100)
3
18
0
12
2
0
0
Family/GeneralPractice
Other
Other
Other
high
no
yes
yes
no
[50-60)
7
54
0
20
0
4
0
Cardiology
Circulatory
Other
Circulatory
no
no
yes
yes
yes
[70-80)
4
29
1
30
0
1
0
Missing
Musculoskeletal
Respiratory
Circulatory
no
no
yes
yes
no
[80-90)
9
40
0
24
0
0
0
Cardiology
Other
Diabetes
Injury
no
high
yes
yes
yes
[70-80)
13
49
0
16
0
4
0
Missing
Respiratory
Diabetes
Other
no
no
no
no
no
[80-90)
3
52
0
15
0
0
0
InternalMedicine
Other
Circulatory
Other
no
no
yes
yes
yes
[60-70)
2
32
0
11
1
0
0
Missing
Respiratory
Other
Circulatory
no
no
no
yes
no