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)
4
19
0
21
0
2
1
Missing
Respiratory
Circulatory
Diabetes
normal
no
no
yes
no
[70-80)
6
79
5
25
0
0
0
Missing
Other
Other
Respiratory
no
no
yes
yes
no
[80-90)
14
75
3
32
2
0
0
Missing
Respiratory
Circulatory
Other
no
no
no
yes
no
[40-50)
4
62
0
12
0
0
0
Missing
Diabetes
Other
Other
no
high
yes
yes
no
[60-70)
9
54
0
16
0
0
0
Missing
Musculoskeletal
Other
Diabetes
no
no
yes
yes
no
[60-70)
3
3
5
15
1
0
0
Surgery
Injury
Circulatory
Circulatory
no
no
no
yes
no
[40-50)
1
49
0
10
0
0
0
Missing
Circulatory
Diabetes
Circulatory
no
high
yes
yes
no
[50-60)
1
23
6
8
0
0
0
Missing
Circulatory
Other
Circulatory
no
no
yes
yes
no
[70-80)
5
75
5
17
0
1
0
Emergency/Trauma
Digestive
Circulatory
Diabetes
no
no
yes
yes
no
[70-80)
1
34
0
9
0
2
0
Family/GeneralPractice
Respiratory
Circulatory
Diabetes
no
no
no
no
yes
[70-80)
1
10
2
12
0
0
0
Missing
Respiratory
Other
Diabetes
no
no
no
no
no
[60-70)
7
56
0
19
0
0
0
Missing
Circulatory
Other
Injury
no
no
yes
yes
no
[70-80)
2
10
1
5
0
0
0
Missing
Injury
Other
Other
no
no
no
no
no
[70-80)
7
23
0
12
0
0
1
Other
Other
Other
Other
normal
no
no
yes
no
[60-70)
2
35
0
16
1
0
0
Missing
Other
Other
Digestive
no
no
no
yes
no
[90-100)
2
1
1
6
0
0
0
Surgery
Diabetes
Circulatory
Circulatory
no
no
no
no
yes
[90-100)
1
10
0
7
0
0
0
Missing
Other
Other
Diabetes
no
no
no
no
yes
[50-60)
8
60
2
28
11
2
0
Surgery
Diabetes
Other
Musculoskeletal
no
normal
yes
yes
yes
[60-70)
3
39
0
13
0
0
0
Missing
Other
Other
Other
no
no
no
yes
no
[60-70)
2
14
4
15
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[70-80)
3
17
2
16
1
0
0
Cardiology
Circulatory
Other
Circulatory
normal
no
yes
yes
yes
[50-60)
1
28
0
5
0
0
0
Missing
Musculoskeletal
Other
Circulatory
no
no
yes
yes
no
[80-90)
6
55
4
49
0
0
0
Surgery
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[70-80)
1
39
2
25
3
0
0
Surgery
Diabetes
Circulatory
Other
no
no
no
no
no
[80-90)
6
74
0
14
0
2
0
InternalMedicine
Respiratory
Respiratory
Circulatory
no
no
no
yes
yes
[50-60)
4
24
6
15
1
0
0
Other
Circulatory
Other
Diabetes
no
no
no
no
yes
[50-60)
3
11
1
6
0
0
0
Emergency/Trauma
Other
Diabetes
Diabetes
no
high
yes
yes
yes
[70-80)
12
59
0
31
0
2
0
Emergency/Trauma
Respiratory
Respiratory
Musculoskeletal
no
no
yes
yes
yes
[70-80)
8
49
6
29
0
0
1
InternalMedicine
Circulatory
Circulatory
Other
no
no
no
yes
no
[80-90)
5
75
0
16
0
1
0
InternalMedicine
Other
Injury
Digestive
no
no
yes
yes
no
[60-70)
5
29
1
11
0
1
0
Surgery
Diabetes
Circulatory
Missing
no
no
yes
yes
yes
[70-80)
6
27
1
14
0
0
0
Emergency/Trauma
Injury
Injury
Other
no
no
no
yes
no
[40-50)
1
33
2
5
1
4
12
Emergency/Trauma
Other
Other
Diabetes
no
no
yes
yes
yes
[70-80)
12
77
6
38
0
0
0
Other
Other
Respiratory
Other
no
no
yes
yes
yes
[80-90)
2
71
0
12
0
0
0
Cardiology
Other
Circulatory
Diabetes
no
no
no
yes
yes
[50-60)
4
29
0
15
0
3
0
Other
Circulatory
Diabetes
Other
no
no
yes
yes
yes
[70-80)
1
33
2
9
0
0
0
Missing
Circulatory
Respiratory
Circulatory
no
no
no
no
no
[70-80)
8
16
1
27
1
3
0
Surgery
Injury
Circulatory
Circulatory
normal
no
yes
yes
no
[70-80)
12
70
2
54
0
1
1
InternalMedicine
Diabetes
Other
Respiratory
no
no
no
yes
yes
[50-60)
2
25
0
13
0
0
0
Missing
Other
Other
Diabetes
high
no
no
yes
yes
[60-70)
4
43
5
10
0
0
0
Surgery
Injury
Circulatory
Other
no
no
no
no
yes
[70-80)
8
58
5
57
0
2
0
Surgery
Circulatory
Other
Circulatory
no
no
yes
yes
no
[60-70)
2
34
0
12
0
0
0
Missing
Respiratory
Circulatory
Diabetes
no
no
yes
yes
no
[70-80)
2
79
1
11
0
0
0
Emergency/Trauma
Other
Other
Diabetes
no
high
yes
yes
no
[70-80)
3
22
1
25
0
0
0
Other
Musculoskeletal
Diabetes
Other
no
no
yes
yes
no
[80-90)
5
70
1
19
0
0
0
InternalMedicine
Digestive
Other
Circulatory
no
no
yes
yes
yes
[60-70)
4
44
0
12
0
0
0
Missing
Digestive
Diabetes
Circulatory
no
no
no
no
yes
[80-90)
2
28
0
7
0
0
0
Emergency/Trauma
Injury
Injury
Circulatory
no
no
yes
yes
yes
[50-60)
3
18
0
10
0
1
0
Other
Other
Other
Other
no
no
no
no
no
[60-70)
9
37
2
19
1
4
0
InternalMedicine
Injury
Other
Other
no
no
yes
yes
yes
[60-70)
3
46
1
19
0
1
0
Missing
Respiratory
Circulatory
Circulatory
no
high
no
yes
no
[80-90)
2
5
2
6
2
0
1
Missing
Other
Circulatory
Diabetes
no
no
no
yes
yes
[70-80)
4
37
0
7
0
0
0
Missing
Circulatory
Other
Diabetes
no
high
yes
yes
yes
[80-90)
2
57
1
9
0
0
0
Missing
Other
Other
Other
no
normal
no
yes
no
[80-90)
4
63
0
16
0
0
0
Missing
Circulatory
Other
Diabetes
no
no
yes
yes
no
[60-70)
4
4
1
21
4
1
0
Surgery
Musculoskeletal
Musculoskeletal
Diabetes
no
no
no
no
yes
[60-70)
4
42
1
15
1
0
0
Missing
Injury
Other
Respiratory
no
no
yes
yes
yes
[60-70)
6
41
2
16
0
0
0
Missing
Other
Diabetes
Circulatory
no
no
yes
yes
no
[50-60)
3
25
1
14
0
0
0
Missing
Musculoskeletal
Circulatory
Respiratory
no
no
no
yes
no
[80-90)
4
53
0
22
0
2
0
Missing
Other
Respiratory
Circulatory
no
high
yes
yes
yes
[70-80)
3
13
1
32
0
0
0
Other
Musculoskeletal
Respiratory
Diabetes
no
no
yes
yes
no
[60-70)
2
34
0
12
0
1
0
InternalMedicine
Respiratory
Respiratory
Diabetes
no
no
yes
yes
no
[50-60)
1
1
0
3
0
0
0
Missing
Respiratory
Respiratory
Circulatory
no
no
no
no
no
[50-60)
11
89
2
49
0
1
2
Emergency/Trauma
Respiratory
Other
Respiratory
no
no
yes
yes
no
[80-90)
2
8
0
3
0
0
0
Emergency/Trauma
Respiratory
Circulatory
Respiratory
no
no
no
yes
yes
[60-70)
2
25
1
12
3
4
2
Family/GeneralPractice
Other
Other
Circulatory
high
no
no
yes
yes
[60-70)
10
93
1
34
0
1
0
Other
Circulatory
Other
Circulatory
no
no
yes
yes
no
[40-50)
5
64
0
8
0
0
0
Missing
Diabetes
Other
Other
no
no
yes
yes
no
[70-80)
8
76
6
60
0
0
0
Cardiology
Circulatory
Circulatory
Injury
no
high
yes
yes
yes
[50-60)
7
31
1
28
1
1
0
Surgery
Injury
Other
Circulatory
no
no
yes
yes
yes
[60-70)
6
1
3
20
0
0
0
Missing
Respiratory
Circulatory
Circulatory
no
no
no
yes
no
[70-80)
8
52
5
41
0
1
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[60-70)
1
32
0
8
0
5
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[60-70)
1
3
0
14
0
1
0
InternalMedicine
Injury
Respiratory
Circulatory
no
no
no
yes
no
[50-60)
8
75
3
34
2
2
0
Missing
Other
Respiratory
Other
no
no
yes
yes
yes
[70-80)
4
20
1
26
0
0
0
Other
Musculoskeletal
Other
Diabetes
normal
no
yes
yes
no
[70-80)
7
53
1
7
2
0
0
Missing
Circulatory
Circulatory
Other
no
no
no
yes
yes
[40-50)
4
34
0
15
0
0
0
Cardiology
Other
Other
Other
no
no
yes
yes
no
[80-90)
8
101
3
33
0
0
0
InternalMedicine
Respiratory
Circulatory
Other
no
no
yes
yes
no
[50-60)
1
53
0
18
0
4
2
Missing
Respiratory
Respiratory
Other
no
no
no
no
yes
[50-60)
3
80
2
13
0
0
0
Missing
Digestive
Circulatory
Circulatory
no
no
yes
yes
yes
[40-50)
2
64
0
13
0
0
0
Missing
Other
Diabetes
Other
no
high
yes
yes
no
[80-90)
1
54
0
10
2
1
0
Missing
Other
Other
Other
no
no
no
yes
no
[70-80)
1
48
0
14
1
2
0
Family/GeneralPractice
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[40-50)
2
57
0
11
5
1
1
Missing
Other
Diabetes
Other
no
no
yes
yes
no
[70-80)
1
6
0
5
0
0
0
Emergency/Trauma
Circulatory
Diabetes
Missing
no
no
yes
yes
yes
[50-60)
4
37
3
15
0
0
0
InternalMedicine
Circulatory
Circulatory
Other
no
no
no
no
yes
[70-80)
8
58
0
18
0
0
0
Missing
Respiratory
Diabetes
Other
no
no
yes
yes
no
[50-60)
6
48
0
16
4
1
0
Missing
Other
Diabetes
Other
no
no
yes
yes
yes
[70-80)
13
56
0
26
1
1
0
Missing
Circulatory
Diabetes
Other
no
no
yes
yes
no
[60-70)
7
64
0
14
0
0
0
Missing
Circulatory
Diabetes
Other
no
high
yes
yes
yes
[80-90)
5
61
3
20
0
5
0
Family/GeneralPractice
Circulatory
Respiratory
Other
no
no
no
no
yes
[70-80)
6
53
0
13
0
1
1
Family/GeneralPractice
Circulatory
Respiratory
Circulatory
no
no
yes
yes
yes
[70-80)
1
34
0
17
0
1
0
Missing
Respiratory
Circulatory
Circulatory
no
high
yes
yes
no
[40-50)
2
36
3
13
0
0
0
Other
Other
Circulatory
Diabetes
no
no
no
yes
no
[70-80)
6
74
5
20
0
0
0
Family/GeneralPractice
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[60-70)
2
65
0
20
0
1
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
no
yes
no
[40-50)
4
65
1
13
4
3
0
Cardiology
Digestive
Circulatory
Diabetes
no
no
no
no
no
[80-90)
3
49
0
18
3
0
0
Missing
Circulatory
Other
Respiratory
no
high
no
yes
yes
[50-60)
2
37
0
10
0
0
1
Missing
Injury
Diabetes
Missing
no
no
no
no
no