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)
1
2
0
7
0
0
0
Missing
Other
Other
Circulatory
no
no
no
yes
no
[50-60)
2
17
2
11
0
0
0
Missing
Digestive
Other
Circulatory
no
no
no
no
yes
[50-60)
2
50
0
5
0
0
0
Missing
Other
Other
Diabetes
no
normal
no
yes
yes
[70-80)
6
23
0
16
2
0
0
Missing
Other
Diabetes
Other
normal
no
no
yes
no
[60-70)
1
32
1
19
0
0
0
Surgery
Circulatory
Circulatory
Diabetes
no
no
no
yes
no
[70-80)
5
59
0
9
0
0
0
InternalMedicine
Circulatory
Other
Other
no
normal
yes
yes
no
[80-90)
2
40
0
11
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[40-50)
2
1
0
10
0
2
0
Missing
Respiratory
Circulatory
Diabetes
no
no
yes
yes
yes
[80-90)
4
38
1
28
0
0
0
Other
Injury
Circulatory
Diabetes
no
no
yes
yes
no
[60-70)
3
41
3
13
0
0
0
Surgery
Circulatory
Respiratory
Circulatory
no
no
no
yes
no
[70-80)
3
66
0
21
4
3
0
Missing
Circulatory
Other
Other
no
normal
no
yes
yes
[50-60)
1
3
1
21
0
0
0
Missing
Musculoskeletal
Circulatory
Other
no
no
no
yes
no
[90-100)
7
52
1
19
0
0
0
Emergency/Trauma
Other
Other
Circulatory
no
high
yes
yes
yes
[70-80)
1
59
0
9
0
1
0
Surgery
Respiratory
Circulatory
Other
no
no
no
no
no
[90-100)
3
54
0
14
0
8
0
Family/GeneralPractice
Respiratory
Respiratory
Circulatory
no
no
yes
yes
yes
[40-50)
10
67
5
18
0
1
0
Missing
Injury
Circulatory
Diabetes
no
no
no
no
yes
[70-80)
3
3
1
6
0
9
3
Emergency/Trauma
Other
Other
Other
no
no
no
yes
yes
[40-50)
2
52
0
6
0
0
0
Missing
Injury
Other
Other
no
no
no
no
no
[80-90)
10
41
0
19
4
0
0
Missing
Injury
Digestive
Circulatory
no
no
no
no
yes
[80-90)
4
41
0
18
0
0
0
Family/GeneralPractice
Respiratory
Other
Other
no
no
no
yes
no
[70-80)
3
50
1
14
0
0
0
Other
Musculoskeletal
Diabetes
Circulatory
no
no
no
yes
no
[60-70)
6
30
0
17
0
0
0
Missing
Respiratory
Other
Diabetes
no
no
yes
yes
yes
[80-90)
7
1
5
3
0
0
0
Emergency/Trauma
Other
Digestive
Diabetes
no
no
no
yes
no
[50-60)
11
93
0
20
0
0
0
Missing
Circulatory
Respiratory
Other
no
no
no
no
no
[80-90)
7
54
0
19
0
1
0
InternalMedicine
Other
Circulatory
Circulatory
no
no
yes
yes
yes
[60-70)
6
84
2
21
0
0
0
Missing
Other
Circulatory
Circulatory
no
no
no
yes
yes
[80-90)
14
27
1
24
0
0
0
InternalMedicine
Circulatory
Other
Circulatory
no
no
yes
yes
no
[50-60)
2
55
2
13
0
2
0
Missing
Injury
Other
Diabetes
no
normal
yes
yes
no
[40-50)
5
59
1
12
0
0
0
Other
Other
Diabetes
Respiratory
no
no
yes
yes
no
[60-70)
7
61
3
28
0
0
0
Surgery
Circulatory
Respiratory
Diabetes
no
no
yes
yes
yes
[60-70)
7
35
3
34
0
1
0
Surgery
Diabetes
Other
Circulatory
no
no
yes
yes
yes
[70-80)
4
56
0
12
0
2
0
Missing
Circulatory
Circulatory
Diabetes
no
high
yes
yes
yes
[60-70)
3
33
0
8
0
0
0
Missing
Other
Respiratory
Respiratory
no
no
yes
yes
yes
[60-70)
11
79
3
20
0
0
0
Cardiology
Circulatory
Other
Circulatory
no
no
no
no
no
[70-80)
3
30
0
7
0
0
0
Missing
Other
Diabetes
Circulatory
no
no
no
no
yes
[50-60)
8
74
1
37
0
1
0
Missing
Diabetes
Other
Diabetes
no
high
no
yes
no
[80-90)
3
42
0
4
0
0
0
InternalMedicine
Respiratory
Other
Other
no
no
no
no
yes
[50-60)
4
54
0
15
0
0
0
Cardiology
Circulatory
Respiratory
Circulatory
no
no
yes
yes
yes
[70-80)
5
37
0
13
0
0
0
Missing
Respiratory
Circulatory
Circulatory
no
no
no
no
yes
[60-70)
5
64
6
18
0
1
0
InternalMedicine
Circulatory
Circulatory
Other
no
no
no
yes
yes
[40-50)
8
56
1
29
0
0
0
Missing
Musculoskeletal
Circulatory
Circulatory
no
normal
no
no
yes
[70-80)
5
40
2
14
0
0
0
Emergency/Trauma
Musculoskeletal
Circulatory
Other
no
no
yes
yes
no
[70-80)
1
1
2
6
0
2
0
Missing
Injury
Diabetes
Circulatory
no
no
no
no
yes
[60-70)
1
31
2
9
0
0
0
Surgery
Musculoskeletal
Diabetes
Missing
no
no
no
yes
no
[40-50)
1
32
0
5
0
0
0
Emergency/Trauma
Diabetes
Other
Other
no
high
no
no
no
[80-90)
3
55
3
16
3
1
0
Missing
Other
Other
Other
no
no
yes
yes
yes
[60-70)
12
17
6
21
3
0
0
Other
Other
Other
Other
normal
no
no
yes
yes
[70-80)
6
34
0
10
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
no
[80-90)
9
39
1
19
0
0
0
InternalMedicine
Respiratory
Circulatory
Other
no
no
yes
yes
no
[50-60)
3
39
0
15
0
1
3
InternalMedicine
Digestive
Other
Diabetes
no
no
no
no
yes
[70-80)
3
65
0
14
0
0
0
Cardiology
Circulatory
Respiratory
Circulatory
no
normal
no
yes
no
[50-60)
6
56
1
15
1
0
1
Missing
Circulatory
Other
Diabetes
no
normal
no
yes
no
[70-80)
1
32
1
9
0
0
0
Cardiology
Circulatory
Circulatory
Other
no
no
yes
yes
yes
[70-80)
2
57
0
12
0
0
0
InternalMedicine
Circulatory
Other
Diabetes
no
high
yes
yes
yes
[40-50)
7
60
4
23
0
2
0
Other
Digestive
Other
Circulatory
no
no
no
yes
yes
[60-70)
7
45
4
16
0
1
0
Missing
Circulatory
Other
Other
no
no
no
yes
yes
[40-50)
1
56
0
9
0
0
1
Cardiology
Respiratory
Other
Diabetes
no
no
no
no
yes
[70-80)
7
55
2
10
0
2
0
InternalMedicine
Other
Respiratory
Respiratory
no
no
no
yes
no
[80-90)
9
41
0
8
0
2
0
InternalMedicine
Diabetes
Diabetes
Other
no
high
no
yes
no
[80-90)
2
2
0
14
1
1
0
Missing
Circulatory
Respiratory
Circulatory
no
no
yes
yes
yes
[80-90)
5
43
0
17
0
0
0
Missing
Respiratory
Circulatory
Circulatory
no
no
yes
yes
yes
[50-60)
3
45
0
18
0
0
1
InternalMedicine
Respiratory
Circulatory
Circulatory
no
no
yes
yes
no
[70-80)
3
60
0
12
0
6
0
InternalMedicine
Circulatory
Other
Other
no
no
no
yes
yes
[60-70)
7
1
0
10
0
0
0
Emergency/Trauma
Injury
Injury
Injury
no
no
yes
yes
no
[80-90)
10
49
0
25
0
5
2
Missing
Respiratory
Respiratory
Circulatory
no
no
yes
yes
yes
[80-90)
5
44
2
16
0
0
0
Emergency/Trauma
Circulatory
Other
Diabetes
no
no
yes
yes
no
[50-60)
8
42
2
28
0
0
0
Family/GeneralPractice
Diabetes
Other
Digestive
no
no
yes
yes
yes
[60-70)
2
54
1
22
1
0
0
Other
Injury
Other
Diabetes
no
no
no
yes
no
[80-90)
9
60
0
18
3
3
1
Missing
Digestive
Other
Other
no
no
no
no
no
[70-80)
1
26
0
9
0
0
0
Other
Other
Other
Digestive
no
no
no
yes
yes
[50-60)
2
58
0
17
0
0
0
Missing
Circulatory
Other
Digestive
no
no
yes
yes
yes
[60-70)
2
16
0
16
0
0
0
Missing
Respiratory
Respiratory
Respiratory
no
no
no
yes
no
[50-60)
6
19
6
25
2
1
1
Missing
Circulatory
Respiratory
Respiratory
high
no
yes
yes
no
[40-50)
3
47
1
11
0
0
0
Family/GeneralPractice
Other
Diabetes
Other
no
no
yes
yes
no
[80-90)
4
44
0
25
0
2
0
Missing
Other
Other
Injury
no
no
yes
yes
yes
[90-100)
6
36
4
14
0
0
0
Other
Circulatory
Circulatory
Circulatory
no
no
no
yes
no
[50-60)
4
45
0
16
0
0
0
Missing
Respiratory
Respiratory
Other
no
no
yes
yes
no
[60-70)
1
12
0
13
0
0
1
Family/GeneralPractice
Other
Circulatory
Other
high
no
yes
yes
yes
[70-80)
5
53
0
28
1
1
1
Cardiology
Circulatory
Respiratory
Circulatory
no
no
yes
yes
yes
[40-50)
2
36
0
17
0
0
0
Missing
Other
Circulatory
Diabetes
no
no
yes
yes
yes
[60-70)
5
45
1
15
0
0
0
Other
Other
Circulatory
Diabetes
no
no
no
yes
yes
[80-90)
6
22
5
17
0
0
0
Surgery
Digestive
Digestive
Other
normal
no
no
no
no
[80-90)
3
53
1
12
0
0
0
Missing
Digestive
Respiratory
Other
no
no
no
no
yes
[60-70)
3
25
5
8
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
no
no
no
[70-80)
4
42
0
8
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
yes
yes
yes
[80-90)
3
23
1
10
4
0
1
Family/GeneralPractice
Digestive
Other
Digestive
normal
no
no
no
no
[70-80)
4
36
6
22
4
1
0
Other
Other
Other
Other
no
no
yes
yes
yes
[70-80)
5
62
0
7
0
0
0
Emergency/Trauma
Digestive
Diabetes
Circulatory
no
no
no
no
yes
[60-70)
7
60
1
10
1
3
0
Missing
Circulatory
Diabetes
Other
no
no
no
no
yes
[80-90)
5
52
0
11
0
0
0
Emergency/Trauma
Other
Other
Other
no
high
yes
yes
no
[50-60)
14
44
2
26
0
8
0
Missing
Other
Circulatory
Diabetes
no
no
no
no
yes
[50-60)
2
25
1
17
0
0
0
Family/GeneralPractice
Musculoskeletal
Other
Other
high
no
no
no
no
[50-60)
2
1
1
11
1
3
3
Missing
Other
Circulatory
Circulatory
no
no
yes
yes
yes
[50-60)
4
52
2
28
0
1
0
Missing
Other
Diabetes
Circulatory
no
no
no
yes
no
[80-90)
7
61
6
23
1
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[70-80)
5
42
1
21
0
0
0
Emergency/Trauma
Diabetes
Respiratory
Other
no
no
yes
yes
no
[70-80)
2
31
0
12
1
2
0
Surgery
Circulatory
Respiratory
Diabetes
no
no
no
yes
yes
[60-70)
2
37
6
23
0
0
0
Missing
Circulatory
Other
Circulatory
no
no
no
no
no
[60-70)
2
39
3
15
0
1
0
Missing
Other
Digestive
Diabetes
no
no
yes
yes
no
[80-90)
1
43
0
13
3
1
0
Emergency/Trauma
Respiratory
Respiratory
Circulatory
no
no
yes
yes
yes