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
44
1
19
0
1
0
Surgery
Other
Other
Digestive
no
no
yes
yes
yes
[50-60)
3
26
0
11
0
0
0
Missing
Other
Digestive
Diabetes
no
no
yes
yes
no
[90-100)
1
17
0
12
0
1
0
Missing
Injury
Diabetes
Circulatory
normal
no
no
yes
no
[70-80)
5
53
1
13
0
0
0
InternalMedicine
Digestive
Digestive
Other
no
no
no
yes
yes
[90-100)
2
38
0
6
0
0
0
Emergency/Trauma
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[70-80)
1
17
0
3
0
0
0
Emergency/Trauma
Other
Other
Other
no
no
no
no
yes
[70-80)
1
19
0
4
0
0
0
Missing
Injury
Injury
Circulatory
no
no
no
no
no
[80-90)
2
46
0
13
0
0
0
Cardiology
Diabetes
Other
Circulatory
no
normal
yes
yes
no
[40-50)
3
52
0
16
0
1
0
InternalMedicine
Diabetes
Circulatory
Other
no
high
no
yes
no
[60-70)
5
37
3
17
0
1
1
Missing
Diabetes
Circulatory
Injury
no
no
no
no
yes
[70-80)
3
55
0
5
0
0
0
Missing
Respiratory
Respiratory
Diabetes
no
no
no
no
no
[40-50)
1
36
3
8
0
1
0
Cardiology
Circulatory
Circulatory
Diabetes
no
no
no
yes
no
[50-60)
5
69
0
14
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
no
yes
no
[90-100)
1
48
0
17
0
0
0
Other
Other
Other
Diabetes
no
no
no
no
no
[80-90)
14
82
2
38
0
1
0
Emergency/Trauma
Other
Other
Circulatory
no
no
yes
yes
yes
[50-60)
5
27
1
26
0
0
0
Missing
Musculoskeletal
Respiratory
Circulatory
no
no
yes
yes
no
[70-80)
4
49
0
15
0
0
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
no
no
yes
no
[60-70)
2
54
0
16
0
0
0
Missing
Respiratory
Circulatory
Respiratory
no
no
yes
yes
yes
[50-60)
10
53
2
29
0
1
0
Missing
Digestive
Digestive
Other
no
no
yes
yes
yes
[50-60)
4
41
0
9
6
2
0
Missing
Other
Other
Other
no
no
no
no
no
[70-80)
7
45
6
55
0
1
0
Cardiology
Circulatory
Diabetes
Other
no
high
yes
yes
no
[70-80)
3
28
1
14
0
1
0
Family/GeneralPractice
Injury
Diabetes
Circulatory
no
no
yes
yes
yes
[70-80)
7
42
1
16
0
1
0
Family/GeneralPractice
Circulatory
Other
Circulatory
no
no
no
no
yes
[40-50)
2
51
0
15
0
0
0
Other
Other
Other
Other
no
no
yes
yes
no
[80-90)
2
62
0
9
0
0
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
no
no
no
no
[80-90)
4
53
2
30
0
0
0
Surgery
Injury
Other
Other
no
no
no
yes
no
[80-90)
3
44
0
15
1
2
0
Missing
Diabetes
Other
Other
no
no
yes
yes
yes
[60-70)
7
53
0
9
0
0
0
Missing
Other
Other
Other
no
no
yes
yes
no
[80-90)
5
60
2
19
0
2
0
Family/GeneralPractice
Respiratory
Respiratory
Diabetes
no
no
no
yes
no
[70-80)
3
24
0
21
0
0
0
Missing
Respiratory
Circulatory
Diabetes
high
no
no
yes
yes
[50-60)
3
39
0
13
0
0
0
Missing
Respiratory
Circulatory
Diabetes
no
no
yes
yes
no
[60-70)
2
33
2
7
0
0
0
Missing
Circulatory
Respiratory
Diabetes
no
no
yes
yes
no
[70-80)
2
42
0
14
0
0
0
Family/GeneralPractice
Respiratory
Other
Respiratory
no
no
yes
yes
yes
[70-80)
3
40
1
11
0
0
0
Missing
Injury
Other
Diabetes
no
no
no
yes
no
[80-90)
3
25
1
11
0
2
0
Missing
Digestive
Circulatory
Other
no
no
no
no
no
[70-80)
6
45
0
12
0
1
0
Other
Other
Other
Circulatory
no
no
yes
yes
no
[70-80)
2
52
1
10
0
0
1
InternalMedicine
Other
Other
Circulatory
no
no
no
yes
yes
[60-70)
4
56
2
22
0
0
1
Missing
Injury
Other
Other
no
no
yes
yes
yes
[90-100)
8
69
3
17
0
0
0
Emergency/Trauma
Other
Other
Other
no
high
yes
yes
yes
[80-90)
10
75
1
17
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
normal
yes
yes
yes
[40-50)
6
69
0
9
0
0
0
Missing
Diabetes
Respiratory
Other
no
normal
yes
yes
no
[90-100)
2
41
0
8
0
0
0
Missing
Injury
Other
Other
no
no
no
yes
yes
[60-70)
4
1
3
16
0
0
0
Family/GeneralPractice
Other
Other
Other
no
no
no
yes
no
[50-60)
3
1
3
9
1
0
0
Missing
Other
Respiratory
Other
no
no
no
yes
no
[50-60)
2
36
0
8
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
yes
yes
no
[60-70)
5
60
1
16
0
0
0
InternalMedicine
Circulatory
Other
Other
no
no
no
yes
yes
[70-80)
6
43
5
29
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
yes
yes
no
[50-60)
4
37
2
14
4
2
0
Missing
Digestive
Circulatory
Other
no
no
no
yes
yes
[80-90)
4
40
3
4
0
0
0
Missing
Circulatory
Other
Circulatory
no
no
no
yes
yes
[40-50)
4
1
0
12
0
1
0
Missing
Other
Circulatory
Other
no
no
no
yes
yes
[50-60)
1
51
1
9
0
3
0
Missing
Other
Respiratory
Circulatory
no
no
no
no
yes
[70-80)
6
46
0
18
0
0
0
Other
Other
Other
Other
no
no
no
yes
no
[70-80)
11
68
3
20
0
2
0
Missing
Other
Other
Other
no
no
no
no
no
[60-70)
4
62
0
10
0
0
0
Missing
Other
Digestive
Other
no
no
no
no
no
[70-80)
3
52
0
7
0
0
0
Family/GeneralPractice
Digestive
Circulatory
Other
no
no
no
no
no
[90-100)
6
59
1
15
0
0
0
InternalMedicine
Digestive
Other
Circulatory
no
no
no
yes
no
[70-80)
4
64
1
26
0
3
0
Other
Musculoskeletal
Respiratory
Other
no
no
yes
yes
yes
[50-60)
5
58
0
26
0
1
0
Missing
Respiratory
Circulatory
Circulatory
no
high
yes
yes
no
[80-90)
5
67
0
10
0
0
0
InternalMedicine
Digestive
Digestive
Circulatory
no
no
no
yes
yes
[80-90)
9
36
0
18
1
1
0
Missing
Digestive
Other
Circulatory
no
no
no
no
no
[80-90)
13
67
0
27
0
2
0
InternalMedicine
Circulatory
Respiratory
Circulatory
no
no
no
yes
yes
[80-90)
5
69
0
16
0
0
0
Missing
Other
Diabetes
Other
no
no
yes
yes
yes
[40-50)
4
42
2
9
1
5
3
Missing
Other
Diabetes
Digestive
no
no
no
yes
yes
[80-90)
8
35
4
19
0
0
0
Family/GeneralPractice
Musculoskeletal
Other
Circulatory
no
no
yes
yes
yes
[60-70)
2
36
0
13
0
4
0
Missing
Respiratory
Circulatory
Other
no
no
no
yes
yes
[70-80)
1
36
1
25
0
0
0
Missing
Other
Other
Other
no
no
yes
yes
yes
[60-70)
1
47
1
10
0
0
0
Missing
Respiratory
Other
Diabetes
no
no
no
yes
no
[80-90)
5
34
2
11
0
1
0
Missing
Injury
Respiratory
Respiratory
no
no
no
yes
no
[40-50)
5
34
2
17
0
0
0
Missing
Musculoskeletal
Other
Other
no
no
no
no
yes
[60-70)
8
35
2
15
1
1
1
Emergency/Trauma
Musculoskeletal
Other
Other
no
no
no
yes
no
[50-60)
4
35
0
8
0
0
0
Family/GeneralPractice
Digestive
Diabetes
Digestive
no
no
yes
yes
yes
[70-80)
10
72
3
33
0
0
0
Emergency/Trauma
Circulatory
Circulatory
Other
no
no
yes
yes
yes
[70-80)
2
52
0
10
0
5
0
Missing
Other
Other
Other
no
no
no
yes
no
[40-50)
8
66
0
17
1
0
0
Missing
Circulatory
Missing
Circulatory
no
normal
yes
yes
yes
[60-70)
4
52
1
13
0
0
0
Family/GeneralPractice
Circulatory
Circulatory
Digestive
no
no
yes
yes
no
[70-80)
5
62
3
14
0
0
0
Family/GeneralPractice
Other
Other
Other
no
no
no
yes
yes
[50-60)
1
27
0
5
0
1
0
Missing
Respiratory
Diabetes
Other
no
no
no
yes
no
[80-90)
7
15
0
11
3
0
0
Missing
Other
Diabetes
Circulatory
normal
no
yes
yes
no
[60-70)
3
51
0
15
2
5
1
Missing
Injury
Circulatory
Other
no
no
yes
yes
yes
[60-70)
9
59
6
65
0
0
0
Surgery
Circulatory
Circulatory
Circulatory
no
no
no
yes
no
[70-80)
2
49
0
15
0
2
0
Family/GeneralPractice
Respiratory
Respiratory
Other
no
no
no
yes
yes
[60-70)
2
70
2
14
0
0
0
Missing
Circulatory
Diabetes
Digestive
no
no
yes
yes
yes
[50-60)
5
42
0
7
0
0
0
Missing
Respiratory
Circulatory
Respiratory
no
no
no
yes
no
[40-50)
5
61
0
7
0
2
0
Missing
Other
Diabetes
Missing
no
no
no
yes
no
[70-80)
2
42
0
15
1
0
0
Missing
Circulatory
Other
Other
no
no
yes
yes
no
[60-70)
1
5
3
7
0
0
0
Cardiology
Respiratory
Diabetes
Circulatory
no
no
no
yes
no
[90-100)
6
51
2
14
0
9
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[70-80)
4
68
0
16
0
3
0
Missing
Respiratory
Other
Other
no
no
yes
yes
yes
[70-80)
5
50
3
29
2
0
1
Missing
Musculoskeletal
Circulatory
Circulatory
no
no
yes
yes
yes
[40-50)
3
1
3
14
0
0
0
Missing
Other
Diabetes
Other
no
no
no
no
no
[80-90)
14
85
3
22
0
0
0
InternalMedicine
Circulatory
Respiratory
Other
no
no
no
yes
no
[70-80)
3
1
0
11
0
0
2
Family/GeneralPractice
Musculoskeletal
Other
Circulatory
no
no
no
no
yes
[80-90)
5
60
1
26
0
3
0
Family/GeneralPractice
Respiratory
Circulatory
Circulatory
no
no
yes
yes
yes
[60-70)
4
22
1
7
0
6
0
Other
Injury
Other
Other
no
no
no
no
no
[50-60)
2
61
0
11
0
1
0
InternalMedicine
Digestive
Other
Digestive
no
no
no
yes
yes
[40-50)
1
19
0
5
3
3
0
Missing
Circulatory
Circulatory
Other
normal
no
no
no
no
[60-70)
5
40
0
23
0
1
1
Other
Circulatory
Diabetes
Diabetes
no
no
yes
yes
yes
[60-70)
12
84
1
22
0
3
0
Missing
Injury
Other
Digestive
no
no
yes
yes
yes
[70-80)
5
40
3
11
0
0
0
Emergency/Trauma
Circulatory
Other
Diabetes
no
no
yes
yes
no
[50-60)
6
78
6
29
0
0
0
Family/GeneralPractice
Circulatory
Circulatory
Other
no
no
yes
yes
no