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
[70-80)
2
63
0
15
5
3
0
Missing
Circulatory
Respiratory
Other
no
high
yes
yes
yes
[60-70)
7
56
4
20
0
0
0
InternalMedicine
Respiratory
Other
Other
no
no
no
yes
yes
[70-80)
13
46
0
15
0
0
0
Missing
Respiratory
Other
Other
no
no
no
yes
yes
[60-70)
4
60
0
20
2
1
0
Missing
Other
Circulatory
Circulatory
no
no
no
yes
yes
[80-90)
5
51
0
16
0
1
0
Missing
Other
Respiratory
Injury
no
no
yes
yes
yes
[60-70)
6
69
6
30
0
0
0
Surgery
Circulatory
Circulatory
Diabetes
no
no
yes
yes
yes
[70-80)
1
27
1
10
0
0
0
Missing
Digestive
Other
Other
no
no
yes
yes
no
[70-80)
1
41
0
2
0
1
0
Family/GeneralPractice
Circulatory
Circulatory
Other
no
no
no
yes
no
[70-80)
6
72
0
19
0
0
0
InternalMedicine
Diabetes
Other
Other
no
no
yes
yes
no
[60-70)
5
59
3
10
0
0
0
Missing
Respiratory
Other
Circulatory
no
high
no
yes
no
[60-70)
12
26
1
20
0
0
0
Missing
Diabetes
Other
Other
no
no
yes
yes
no
[60-70)
4
42
3
5
0
0
0
Missing
Circulatory
Musculoskeletal
Other
no
high
no
yes
yes
[70-80)
12
50
5
16
0
0
0
Other
Diabetes
Other
Circulatory
no
normal
no
no
no
[50-60)
1
49
0
14
3
0
0
Missing
Digestive
Circulatory
Other
no
normal
no
no
no
[90-100)
9
53
0
28
0
2
0
Missing
Respiratory
Other
Other
no
high
yes
yes
yes
[50-60)
4
63
1
23
1
2
0
Missing
Respiratory
Respiratory
Circulatory
no
no
yes
yes
yes
[40-50)
2
51
0
7
0
0
0
Family/GeneralPractice
Diabetes
Other
Other
no
high
yes
yes
no
[60-70)
12
26
6
41
0
1
0
Cardiology
Other
Respiratory
Injury
no
no
yes
yes
no
[80-90)
2
54
1
15
0
2
0
InternalMedicine
Other
Other
Other
no
no
yes
yes
yes
[70-80)
11
62
1
24
0
1
0
Missing
Circulatory
Respiratory
Diabetes
no
no
yes
yes
no
[50-60)
6
48
2
22
0
0
0
Surgery
Circulatory
Respiratory
Respiratory
no
no
no
no
no
[60-70)
4
61
6
32
0
0
0
Missing
Other
Circulatory
Circulatory
no
high
yes
yes
yes
[60-70)
5
62
1
15
0
0
0
Missing
Circulatory
Other
Circulatory
no
no
no
yes
no
[60-70)
2
44
0
8
0
0
0
InternalMedicine
Circulatory
Circulatory
Diabetes
normal
no
no
no
yes
[50-60)
2
30
0
13
0
0
0
Family/GeneralPractice
Injury
Respiratory
Respiratory
no
no
yes
yes
no
[70-80)
4
57
0
12
3
2
3
Missing
Other
Respiratory
Respiratory
no
no
no
no
yes
[80-90)
1
43
0
3
0
0
0
InternalMedicine
Diabetes
Digestive
Circulatory
no
no
no
yes
no
[50-60)
1
8
1
14
0
0
0
Surgery
Digestive
Circulatory
Diabetes
no
no
no
yes
yes
[70-80)
3
45
0
7
0
0
0
Family/GeneralPractice
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[80-90)
2
54
1
10
0
3
0
Missing
Circulatory
Other
Circulatory
no
no
no
yes
no
[60-70)
5
41
0
11
0
2
0
Missing
Other
Circulatory
Other
no
no
no
no
yes
[70-80)
3
32
1
8
0
0
0
Missing
Circulatory
Diabetes
Circulatory
no
no
yes
yes
no
[70-80)
1
25
6
12
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
yes
yes
no
[70-80)
14
28
3
28
0
0
0
Surgery
Other
Other
Digestive
no
no
yes
yes
no
[60-70)
2
12
0
17
2
0
0
Missing
Other
Circulatory
Digestive
high
no
no
yes
yes
[80-90)
8
59
0
14
0
0
0
Emergency/Trauma
Other
Other
Respiratory
no
no
yes
yes
no
[70-80)
3
62
0
6
1
0
0
Missing
Circulatory
Circulatory
Other
no
no
no
no
yes
[70-80)
4
77
1
8
3
0
1
Missing
Other
Other
Other
no
no
no
yes
no
[40-50)
3
67
2
10
0
0
0
InternalMedicine
Musculoskeletal
Diabetes
Circulatory
no
normal
no
no
no
[90-100)
8
47
0
12
0
0
0
InternalMedicine
Other
Other
Diabetes
no
normal
no
no
yes
[50-60)
4
41
0
15
0
0
0
Missing
Respiratory
Diabetes
Missing
no
no
no
no
no
[50-60)
7
46
4
22
0
0
0
Emergency/Trauma
Other
Musculoskeletal
Other
no
high
no
no
no
[50-60)
13
80
2
31
0
1
0
Family/GeneralPractice
Circulatory
Other
Other
no
no
yes
yes
yes
[60-70)
3
84
0
21
0
1
0
InternalMedicine
Respiratory
Circulatory
Other
no
high
no
yes
no
[50-60)
4
42
1
22
0
4
0
Missing
Diabetes
Other
Other
no
normal
yes
yes
no
[70-80)
6
76
6
32
0
0
0
InternalMedicine
Circulatory
Other
Circulatory
no
no
no
no
no
[60-70)
3
18
1
14
0
0
0
Cardiology
Digestive
Other
Digestive
no
no
yes
yes
no
[40-50)
4
79
5
19
0
0
0
InternalMedicine
Circulatory
Other
Circulatory
no
normal
no
yes
no
[80-90)
1
47
0
9
0
0
0
InternalMedicine
Circulatory
Digestive
Circulatory
no
no
no
yes
no
[60-70)
1
44
5
19
0
2
0
Cardiology
Circulatory
Respiratory
Diabetes
no
no
no
no
no
[80-90)
4
38
1
20
0
0
0
InternalMedicine
Injury
Musculoskeletal
Musculoskeletal
no
high
yes
yes
yes
[40-50)
7
74
2
21
0
1
0
Family/GeneralPractice
Other
Respiratory
Other
no
no
no
yes
no
[40-50)
1
51
1
13
0
0
0
Missing
Digestive
Other
Diabetes
no
no
no
no
no
[50-60)
12
52
3
17
0
5
0
Missing
Injury
Respiratory
Digestive
no
no
no
no
yes
[50-60)
4
44
1
13
0
0
0
Missing
Other
Other
Other
no
no
yes
yes
yes
[70-80)
11
41
2
11
0
0
0
Missing
Respiratory
Other
Circulatory
no
no
no
yes
no
[60-70)
3
60
0
12
0
1
1
Emergency/Trauma
Digestive
Other
Circulatory
no
high
no
yes
no
[60-70)
5
38
1
21
0
1
0
InternalMedicine
Injury
Digestive
Diabetes
no
no
yes
yes
no
[50-60)
6
2
1
12
0
1
0
Other
Other
Injury
Other
no
no
yes
yes
no
[60-70)
2
20
6
20
0
0
0
Cardiology
Circulatory
Diabetes
Circulatory
no
no
no
no
no
[80-90)
11
70
0
15
0
0
0
InternalMedicine
Other
Other
Diabetes
no
no
no
yes
no
[40-50)
1
43
0
16
0
0
0
Missing
Diabetes
Digestive
Other
no
no
yes
yes
yes
[60-70)
3
54
1
15
0
0
0
Other
Musculoskeletal
Other
Other
no
high
yes
yes
no
[50-60)
3
45
0
21
0
0
0
Surgery
Digestive
Other
Other
no
no
no
yes
yes
[50-60)
1
39
0
5
0
1
0
Family/GeneralPractice
Diabetes
Other
Other
no
no
yes
yes
no
[50-60)
6
52
2
13
0
0
3
Missing
Other
Diabetes
Other
no
no
yes
yes
no
[80-90)
7
47
2
27
0
0
0
Surgery
Other
Circulatory
Other
no
no
yes
yes
no
[50-60)
2
38
0
6
0
0
0
Missing
Respiratory
Circulatory
Circulatory
no
no
no
no
no
[40-50)
5
38
2
25
0
0
0
InternalMedicine
Respiratory
Diabetes
Circulatory
no
no
yes
yes
no
[90-100)
4
47
0
16
0
0
0
InternalMedicine
Injury
Circulatory
Circulatory
no
no
yes
yes
yes
[50-60)
7
46
1
15
0
1
0
Missing
Other
Circulatory
Other
no
no
no
no
yes
[40-50)
3
52
1
10
0
0
0
Family/GeneralPractice
Digestive
Other
Diabetes
no
no
yes
yes
no
[70-80)
5
18
1
11
0
0
0
Other
Injury
Missing
Diabetes
no
no
no
no
no
[70-80)
2
29
3
9
0
0
0
Other
Circulatory
Circulatory
Circulatory
no
no
no
yes
no
[80-90)
12
8
0
19
0
0
0
Emergency/Trauma
Respiratory
Respiratory
Circulatory
no
no
no
yes
no
[60-70)
7
47
0
9
0
0
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
high
no
no
no
[70-80)
2
24
1
19
0
0
0
Missing
Digestive
Circulatory
Other
no
no
no
no
yes
[60-70)
1
5
0
6
0
0
0
Cardiology
Other
Other
Circulatory
no
no
no
yes
no
[40-50)
1
59
3
17
0
0
1
Missing
Respiratory
Respiratory
Respiratory
no
high
yes
yes
no
[60-70)
4
5
2
9
0
0
0
Other
Musculoskeletal
Other
Diabetes
no
no
yes
yes
no
[40-50)
6
56
2
22
0
0
0
Missing
Other
Other
Injury
no
no
yes
yes
no
[70-80)
6
18
0
14
2
0
0
Other
Circulatory
Other
Other
high
no
yes
yes
no
[50-60)
4
1
6
13
0
0
0
Emergency/Trauma
Digestive
Respiratory
Other
no
no
yes
yes
yes
[50-60)
5
37
0
23
1
3
2
InternalMedicine
Respiratory
Circulatory
Circulatory
no
no
no
yes
yes
[60-70)
5
19
1
17
0
0
0
Other
Musculoskeletal
Other
Diabetes
no
no
no
no
no
[70-80)
1
19
2
16
0
0
1
Cardiology
Circulatory
Circulatory
Circulatory
high
no
no
yes
no
[60-70)
2
48
0
4
0
0
0
Missing
Digestive
Diabetes
Circulatory
no
no
no
yes
yes
[60-70)
11
33
3
23
0
2
0
Emergency/Trauma
Diabetes
Other
Circulatory
no
no
yes
yes
no
[40-50)
4
35
4
13
0
0
0
Emergency/Trauma
Diabetes
Other
Other
no
high
yes
yes
yes
[60-70)
9
63
2
18
0
1
0
Other
Digestive
Respiratory
Circulatory
no
no
yes
yes
yes
[60-70)
1
37
4
24
0
0
0
Surgery
Musculoskeletal
Circulatory
Diabetes
no
no
yes
yes
no
[90-100)
2
42
0
9
0
0
0
Missing
Respiratory
Other
Diabetes
no
no
yes
yes
yes
[70-80)
3
41
0
1
0
0
0
Missing
Diabetes
Diabetes
Other
no
high
no
no
yes
[80-90)
9
1
0
11
0
0
0
Emergency/Trauma
Respiratory
Other
Circulatory
no
no
no
yes
yes
[40-50)
10
26
1
24
1
0
3
Other
Other
Diabetes
Circulatory
no
no
yes
yes
yes
[60-70)
2
41
3
17
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[70-80)
2
52
0
14
0
5
2
InternalMedicine
Digestive
Digestive
Other
no
no
yes
yes
yes
[60-70)
5
41
0
16
0
2
0
Other
Respiratory
Other
Circulatory
no
no
yes
yes
yes
[40-50)
7
73
1
18
0
0
0
Emergency/Trauma
Digestive
Other
Respiratory
no
no
no
yes
yes
[70-80)
4
52
0
14
0
0
0
Missing
Injury
Other
Circulatory
no
no
no
yes
no