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
[50-60)
3
41
1
15
0
0
3
Missing
Other
Other
Other
no
no
yes
yes
yes
[50-60)
3
5
1
34
0
0
0
Missing
Musculoskeletal
Diabetes
Circulatory
no
no
yes
yes
no
[50-60)
1
35
1
9
0
0
0
Emergency/Trauma
Other
Other
Diabetes
no
normal
no
no
no
[70-80)
1
31
0
20
0
0
0
Missing
Diabetes
Other
Circulatory
no
normal
no
no
yes
[60-70)
13
46
2
23
1
0
0
Cardiology
Circulatory
Circulatory
Other
no
no
yes
yes
no
[70-80)
2
54
0
10
0
1
1
Family/GeneralPractice
Other
Circulatory
Diabetes
no
no
no
yes
yes
[50-60)
2
30
2
17
0
0
0
Missing
Other
Other
Other
no
no
yes
yes
yes
[70-80)
4
61
0
15
0
0
0
Missing
Circulatory
Circulatory
Other
no
normal
no
no
yes
[70-80)
3
53
0
21
2
1
0
Missing
Respiratory
Circulatory
Circulatory
no
no
no
yes
yes
[70-80)
13
53
3
37
0
1
0
Other
Respiratory
Other
Other
no
no
yes
yes
no
[80-90)
7
28
2
10
0
0
0
Surgery
Other
Digestive
Circulatory
no
no
no
yes
no
[60-70)
5
65
3
26
0
1
0
Missing
Digestive
Other
Circulatory
no
no
yes
yes
yes
[70-80)
7
43
0
21
0
0
0
Emergency/Trauma
Respiratory
Diabetes
Circulatory
no
no
yes
yes
yes
[70-80)
4
61
1
14
10
4
0
Missing
Injury
Diabetes
Circulatory
no
no
no
no
yes
[60-70)
3
45
3
15
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[70-80)
14
29
1
24
0
3
0
Other
Other
Circulatory
Other
no
high
yes
yes
yes
[90-100)
1
26
0
5
0
0
0
Missing
Diabetes
Other
Circulatory
normal
no
no
no
yes
[70-80)
3
49
1
24
0
0
0
Missing
Musculoskeletal
Other
Other
no
no
yes
yes
yes
[60-70)
4
13
0
13
0
4
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[70-80)
13
46
4
22
0
0
1
Missing
Circulatory
Other
Diabetes
no
normal
yes
yes
no
[50-60)
2
31
1
19
1
2
0
Missing
Respiratory
Circulatory
Other
no
no
no
no
yes
[50-60)
2
22
0
10
0
0
0
Family/GeneralPractice
Respiratory
Other
Diabetes
no
no
no
no
no
[50-60)
4
39
0
20
1
1
0
Missing
Circulatory
Diabetes
Respiratory
no
no
no
yes
yes
[40-50)
1
38
0
4
1
0
0
Missing
Digestive
Diabetes
Other
no
no
no
no
yes
[70-80)
1
51
0
13
0
0
0
Missing
Circulatory
Injury
Other
no
no
no
yes
no
[60-70)
3
46
0
13
0
0
0
InternalMedicine
Circulatory
Other
Diabetes
no
high
yes
yes
no
[80-90)
14
83
6
27
0
1
1
InternalMedicine
Injury
Respiratory
Other
no
no
no
yes
no
[40-50)
6
31
1
9
0
0
0
Other
Diabetes
Other
Other
no
no
yes
yes
yes
[70-80)
3
14
0
9
3
1
0
Missing
Circulatory
Respiratory
Circulatory
no
no
yes
yes
no
[50-60)
2
47
1
15
0
0
0
Missing
Circulatory
Digestive
Diabetes
no
no
no
yes
yes
[70-80)
6
25
1
5
0
0
0
Family/GeneralPractice
Other
Respiratory
Respiratory
no
no
no
yes
no
[60-70)
4
59
5
17
0
0
0
Cardiology
Circulatory
Diabetes
Circulatory
no
high
no
yes
yes
[60-70)
5
33
3
12
1
0
0
Other
Diabetes
Circulatory
Circulatory
no
no
no
no
no
[70-80)
6
66
0
17
0
5
1
Missing
Circulatory
Circulatory
Circulatory
no
normal
no
yes
yes
[70-80)
6
41
0
28
0
0
0
Other
Other
Other
Circulatory
no
no
yes
yes
yes
[60-70)
3
39
1
8
0
0
0
Other
Other
Other
Other
no
no
no
no
yes
[50-60)
4
42
1
12
0
1
0
InternalMedicine
Musculoskeletal
Circulatory
Other
no
no
no
no
no
[90-100)
3
50
0
11
0
1
0
Surgery
Circulatory
Circulatory
Diabetes
no
no
yes
yes
yes
[90-100)
10
40
2
7
0
1
0
Surgery
Circulatory
Other
Other
no
no
no
yes
no
[60-70)
10
71
6
27
1
0
0
Missing
Diabetes
Musculoskeletal
Other
no
no
yes
yes
no
[70-80)
12
63
6
34
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
high
yes
yes
no
[50-60)
3
43
1
21
0
0
0
Missing
Injury
Circulatory
Other
no
no
no
no
no
[70-80)
8
60
4
12
0
1
0
Family/GeneralPractice
Other
Other
Circulatory
no
no
no
no
no
[60-70)
3
9
2
14
0
0
0
Other
Musculoskeletal
Diabetes
Circulatory
no
no
no
yes
no
[70-80)
7
50
0
11
0
1
0
Missing
Circulatory
Circulatory
Other
no
no
no
no
no
[70-80)
7
61
0
21
0
8
1
Missing
Respiratory
Digestive
Diabetes
no
no
yes
yes
yes
[70-80)
2
54
4
18
0
0
0
Cardiology
Respiratory
Circulatory
Circulatory
no
no
no
no
yes
[70-80)
9
78
3
32
0
0
0
Missing
Circulatory
Circulatory
Other
no
high
yes
yes
no
[70-80)
2
36
2
8
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
no
yes
no
[90-100)
3
73
0
8
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[60-70)
4
20
2
22
0
0
0
Other
Musculoskeletal
Other
Diabetes
no
no
no
no
no
[60-70)
13
47
2
26
0
0
0
Missing
Other
Musculoskeletal
Other
no
normal
yes
yes
no
[70-80)
11
56
1
19
0
0
0
InternalMedicine
Respiratory
Other
Injury
no
high
yes
yes
no
[90-100)
8
16
2
9
0
1
0
Family/GeneralPractice
Other
Injury
Other
no
no
yes
yes
no
[50-60)
3
1
2
1
0
0
0
Missing
Other
Other
Other
no
no
no
no
no
[50-60)
3
29
3
13
1
0
1
Other
Digestive
Circulatory
Other
no
no
no
yes
no
[50-60)
5
55
1
12
0
1
1
Other
Other
Other
Other
no
no
no
yes
yes
[50-60)
2
14
3
9
0
0
0
Missing
Circulatory
Diabetes
Circulatory
no
no
no
yes
no
[80-90)
8
60
1
16
0
1
0
Emergency/Trauma
Respiratory
Respiratory
Other
no
no
yes
yes
no
[60-70)
5
57
2
13
0
2
0
Surgery
Injury
Other
Other
no
no
yes
yes
no
[70-80)
1
68
0
6
0
0
0
Missing
Circulatory
Other
Circulatory
no
high
no
yes
no
[70-80)
3
23
1
20
1
0
0
Other
Injury
Other
Other
high
no
no
no
no
[80-90)
2
45
0
12
0
4
2
Family/GeneralPractice
Other
Other
Respiratory
no
no
yes
yes
no
[50-60)
6
62
1
24
0
0
0
InternalMedicine
Circulatory
Diabetes
Circulatory
no
high
no
yes
yes
[80-90)
6
46
1
8
0
0
0
Missing
Injury
Other
Other
no
no
no
no
no
[60-70)
2
27
1
6
1
1
4
Missing
Digestive
Digestive
Other
no
no
no
no
no
[50-60)
1
1
0
9
0
1
0
Emergency/Trauma
Respiratory
Circulatory
Other
no
no
no
yes
no
[70-80)
1
19
2
12
0
0
1
Missing
Circulatory
Other
Circulatory
no
no
no
yes
no
[40-50)
3
42
0
8
0
0
0
Other
Other
Musculoskeletal
Diabetes
no
normal
no
yes
no
[70-80)
4
50
0
14
0
0
0
InternalMedicine
Other
Circulatory
Respiratory
no
high
yes
yes
no
[60-70)
4
44
2
18
0
0
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[60-70)
1
48
5
11
0
3
0
Cardiology
Circulatory
Diabetes
Circulatory
no
high
yes
yes
yes
[50-60)
1
2
0
7
4
0
0
Missing
Other
Other
Respiratory
no
no
no
no
yes
[80-90)
4
51
1
7
0
0
0
Emergency/Trauma
Digestive
Injury
Diabetes
no
no
yes
yes
no
[80-90)
4
43
1
24
0
0
1
Other
Injury
Diabetes
Other
no
no
yes
yes
no
[60-70)
8
55
3
32
0
0
0
Missing
Respiratory
Respiratory
Circulatory
no
no
yes
yes
no
[80-90)
3
52
0
14
3
3
3
Missing
Respiratory
Respiratory
Respiratory
no
no
yes
yes
yes
[80-90)
7
68
0
14
0
0
0
Emergency/Trauma
Circulatory
Other
Diabetes
no
normal
yes
yes
no
[50-60)
1
53
4
16
1
1
0
Cardiology
Respiratory
Circulatory
Circulatory
no
no
no
yes
no
[60-70)
4
49
3
16
1
1
0
Missing
Circulatory
Respiratory
Respiratory
no
no
no
yes
yes
[70-80)
2
54
2
7
0
1
1
Emergency/Trauma
Injury
Other
Other
no
no
no
no
no
[60-70)
3
21
1
26
1
1
0
Missing
Other
Injury
Other
no
no
yes
yes
no
[60-70)
4
60
0
18
0
1
0
Family/GeneralPractice
Other
Respiratory
Other
no
high
yes
yes
no
[70-80)
2
37
6
7
0
0
0
Missing
Circulatory
Circulatory
Other
no
normal
no
yes
no
[60-70)
9
49
2
13
0
2
0
Surgery
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[40-50)
4
47
1
11
1
1
0
Missing
Respiratory
Other
Other
no
no
yes
yes
no
[60-70)
8
47
0
12
0
1
0
InternalMedicine
Other
Other
Other
no
no
yes
yes
no
[60-70)
4
55
5
25
0
0
0
Missing
Digestive
Circulatory
Diabetes
no
no
no
yes
no
[70-80)
7
62
2
17
0
1
0
Other
Other
Other
Diabetes
no
normal
yes
yes
yes
[50-60)
3
61
4
19
0
0
0
Missing
Other
Respiratory
Other
no
no
no
yes
no
[70-80)
4
47
0
26
0
0
0
Missing
Other
Diabetes
Respiratory
no
high
yes
yes
no
[50-60)
1
53
0
10
0
0
0
Cardiology
Respiratory
Diabetes
Circulatory
no
no
no
no
yes
[50-60)
3
36
4
7
0
0
0
Missing
Other
Digestive
Diabetes
no
no
no
yes
no
[50-60)
2
17
1
19
1
0
1
Missing
Musculoskeletal
Diabetes
Circulatory
high
no
yes
yes
no
[60-70)
5
42
0
12
0
0
0
InternalMedicine
Circulatory
Other
Other
no
no
no
yes
yes
[90-100)
3
57
0
12
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
yes
no
[60-70)
5
63
0
18
0
0
0
InternalMedicine
Other
Other
Respiratory
no
no
no
yes
no
[60-70)
9
61
2
24
2
2
1
Family/GeneralPractice
Digestive
Other
Diabetes
no
no
yes
yes
yes
[60-70)
3
41
5
31
0
1
0
Missing
Circulatory
Injury
Circulatory
no
no
no
yes
yes
[80-90)
9
44
4
13
0
3
0
InternalMedicine
Digestive
Digestive
Other
no
no
no
no
no