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
[80-90)
8
52
0
14
0
0
0
InternalMedicine
Other
Other
Diabetes
no
no
no
yes
no
[40-50)
5
53
1
24
0
0
0
Missing
Other
Diabetes
Injury
no
no
no
no
yes
[80-90)
3
40
0
11
0
0
0
Missing
Injury
Injury
Injury
no
no
no
no
no
[70-80)
3
13
5
14
0
2
0
Surgery
Circulatory
Other
Respiratory
no
no
no
yes
yes
[70-80)
14
49
0
17
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
no
yes
no
[90-100)
2
66
0
23
3
0
0
Missing
Respiratory
Respiratory
Other
no
no
no
yes
no
[80-90)
9
63
2
22
0
0
0
Missing
Digestive
Circulatory
Circulatory
no
no
no
no
no
[60-70)
9
52
1
17
0
0
0
Missing
Digestive
Other
Other
no
no
no
no
no
[50-60)
2
56
2
5
0
0
0
Missing
Respiratory
Circulatory
Other
no
high
yes
yes
yes
[40-50)
2
50
5
13
0
0
0
InternalMedicine
Injury
Circulatory
Circulatory
no
no
no
yes
yes
[80-90)
3
36
0
6
0
0
0
InternalMedicine
Digestive
Injury
Circulatory
no
no
no
yes
no
[50-60)
4
49
1
26
0
0
0
Missing
Injury
Diabetes
Circulatory
no
no
yes
yes
no
[50-60)
3
51
2
18
0
0
0
Missing
Musculoskeletal
Other
Diabetes
no
no
yes
yes
no
[80-90)
5
49
0
21
0
1
0
Missing
Respiratory
Diabetes
Other
no
no
yes
yes
yes
[50-60)
1
2
2
12
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[60-70)
4
55
0
18
0
1
0
Missing
Circulatory
Respiratory
Other
no
high
yes
yes
no
[60-70)
12
53
2
20
0
2
0
Missing
Circulatory
Circulatory
Other
no
normal
yes
yes
no
[50-60)
14
69
0
21
0
0
0
Missing
Other
Other
Other
no
normal
no
no
no
[60-70)
10
59
1
12
0
0
0
Missing
Other
Other
Circulatory
no
no
no
no
no
[90-100)
6
21
0
14
0
0
0
Missing
Circulatory
Other
Circulatory
no
no
yes
yes
yes
[40-50)
5
60
0
22
0
2
0
Missing
Digestive
Other
Diabetes
no
no
yes
yes
yes
[60-70)
12
42
3
38
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
no
no
no
[50-60)
1
9
4
23
0
0
0
Other
Diabetes
Other
Musculoskeletal
no
no
yes
yes
no
[70-80)
4
52
1
16
0
0
0
InternalMedicine
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[40-50)
1
12
0
11
0
0
0
Missing
Respiratory
Diabetes
Circulatory
high
no
yes
yes
no
[80-90)
3
1
0
13
0
0
0
Missing
Other
Respiratory
Injury
no
no
no
yes
no
[50-60)
2
14
5
12
0
0
0
Cardiology
Circulatory
Other
Circulatory
no
no
no
no
no
[50-60)
2
54
1
18
0
0
0
Emergency/Trauma
Injury
Injury
Missing
no
no
no
yes
no
[70-80)
10
87
4
29
0
0
0
Missing
Respiratory
Other
Circulatory
no
normal
yes
yes
no
[50-60)
1
3
3
6
0
0
0
Other
Circulatory
Circulatory
Diabetes
no
no
no
yes
yes
[60-70)
4
45
2
18
0
0
0
InternalMedicine
Circulatory
Other
Circulatory
no
no
yes
yes
yes
[80-90)
6
28
1
16
0
0
0
Missing
Other
Other
Respiratory
no
no
yes
yes
no
[80-90)
6
70
0
15
0
0
0
Cardiology
Respiratory
Circulatory
Circulatory
no
no
yes
yes
yes
[90-100)
3
76
1
10
0
3
0
Family/GeneralPractice
Circulatory
Circulatory
Other
no
no
no
yes
yes
[80-90)
5
75
2
17
0
1
0
InternalMedicine
Circulatory
Other
Other
no
no
yes
yes
yes
[70-80)
11
39
0
20
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
no
yes
no
[80-90)
3
2
0
15
14
4
0
Missing
Circulatory
Circulatory
Respiratory
no
no
no
yes
yes
[60-70)
3
21
6
14
0
0
0
Missing
Other
Injury
Other
no
no
no
yes
yes
[80-90)
4
69
0
11
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
normal
no
yes
no
[60-70)
6
40
0
13
0
1
0
Surgery
Respiratory
Respiratory
Respiratory
no
no
yes
yes
yes
[60-70)
4
30
1
14
1
1
1
Other
Respiratory
Respiratory
Other
no
no
no
no
yes
[70-80)
3
57
0
17
0
2
0
Family/GeneralPractice
Other
Other
Other
no
no
no
no
yes
[70-80)
13
34
2
21
2
1
0
Emergency/Trauma
Other
Other
Other
no
no
yes
yes
yes
[80-90)
2
15
0
10
4
0
0
Family/GeneralPractice
Circulatory
Circulatory
Circulatory
normal
no
no
no
yes
[80-90)
3
9
0
7
0
0
0
Missing
Other
Other
Circulatory
no
no
no
yes
no
[80-90)
3
36
0
21
0
1
0
Family/GeneralPractice
Circulatory
Circulatory
Circulatory
no
normal
no
yes
yes
[60-70)
6
60
0
13
0
0
2
InternalMedicine
Diabetes
Other
Respiratory
no
high
yes
yes
no
[70-80)
3
23
1
27
0
0
0
Other
Musculoskeletal
Circulatory
Diabetes
no
no
no
yes
yes
[60-70)
3
37
2
27
1
0
0
Missing
Musculoskeletal
Other
Other
no
no
no
yes
no
[50-60)
1
20
0
5
0
0
0
Emergency/Trauma
Respiratory
Circulatory
Diabetes
no
high
yes
yes
no
[70-80)
8
47
3
21
0
1
0
Missing
Circulatory
Other
Circulatory
no
no
yes
yes
yes
[70-80)
5
89
2
13
0
0
0
Emergency/Trauma
Circulatory
Other
Other
no
high
yes
yes
no
[60-70)
3
29
3
22
2
0
0
Surgery
Musculoskeletal
Diabetes
Circulatory
no
no
yes
yes
no
[50-60)
8
63
1
28
0
0
0
InternalMedicine
Diabetes
Diabetes
Circulatory
no
high
yes
yes
yes
[80-90)
3
27
1
15
0
1
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[40-50)
3
33
3
15
0
0
0
Emergency/Trauma
Circulatory
Circulatory
Diabetes
no
no
yes
yes
yes
[70-80)
4
35
0
15
0
0
0
Family/GeneralPractice
Respiratory
Other
Other
no
no
yes
yes
no
[40-50)
1
40
0
8
0
0
0
Missing
Respiratory
Circulatory
Diabetes
no
no
yes
yes
no
[90-100)
3
35
2
8
0
1
0
Missing
Digestive
Circulatory
Circulatory
no
no
yes
yes
no
[70-80)
2
66
0
20
0
1
0
Missing
Other
Circulatory
Other
no
high
yes
yes
yes
[80-90)
2
25
0
3
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
no
no
no
[60-70)
6
23
4
26
0
1
2
Missing
Injury
Other
Injury
no
no
no
yes
yes
[40-50)
2
10
0
11
0
3
0
InternalMedicine
Diabetes
Other
Injury
no
no
yes
yes
yes
[70-80)
2
53
0
13
0
0
0
Missing
Digestive
Circulatory
Other
no
no
yes
yes
no
[70-80)
3
60
0
22
0
0
0
Missing
Musculoskeletal
Musculoskeletal
Other
no
no
no
yes
yes
[90-100)
8
63
0
18
0
3
0
InternalMedicine
Diabetes
Other
Respiratory
no
no
no
yes
yes
[70-80)
8
38
2
35
0
0
0
Missing
Other
Other
Diabetes
no
no
no
no
no
[60-70)
5
24
3
14
0
5
0
Missing
Diabetes
Other
Other
no
no
no
no
yes
[40-50)
3
54
3
16
0
0
0
Missing
Respiratory
Respiratory
Diabetes
no
no
yes
yes
no
[70-80)
6
16
6
20
0
0
0
Missing
Circulatory
Respiratory
Circulatory
no
no
no
no
yes
[70-80)
9
70
2
20
0
0
0
Family/GeneralPractice
Respiratory
Circulatory
Other
no
no
yes
yes
no
[70-80)
9
50
1
15
0
2
0
Missing
Other
Other
Diabetes
no
no
no
yes
yes
[70-80)
7
57
5
37
1
0
1
Missing
Musculoskeletal
Other
Other
no
no
yes
yes
no
[80-90)
8
35
2
15
0
1
0
InternalMedicine
Other
Respiratory
Diabetes
high
no
no
yes
yes
[70-80)
5
41
1
22
1
0
0
Surgery
Diabetes
Musculoskeletal
Musculoskeletal
no
no
yes
yes
no
[50-60)
13
62
1
31
0
0
0
Missing
Other
Other
Circulatory
no
normal
no
yes
yes
[40-50)
6
39
2
15
0
0
0
Missing
Injury
Circulatory
Other
no
no
yes
yes
no
[40-50)
2
64
1
16
0
1
0
Missing
Circulatory
Circulatory
Other
no
no
yes
yes
yes
[40-50)
8
38
2
40
0
0
0
Missing
Other
Respiratory
Circulatory
no
no
no
yes
yes
[50-60)
2
78
0
12
0
0
0
Missing
Diabetes
Other
Circulatory
high
high
no
no
no
[60-70)
1
46
0
5
0
0
0
InternalMedicine
Diabetes
Circulatory
Musculoskeletal
no
high
yes
yes
no
[60-70)
6
42
5
10
0
0
0
Surgery
Other
Respiratory
Digestive
no
high
yes
yes
no
[70-80)
1
34
3
11
0
0
0
Surgery
Circulatory
Circulatory
Diabetes
no
no
no
yes
yes
[60-70)
1
29
5
20
0
0
0
Cardiology
Circulatory
Other
Circulatory
no
no
no
yes
no
[60-70)
4
21
1
30
0
0
0
Missing
Musculoskeletal
Diabetes
Other
no
no
yes
yes
no
[80-90)
3
61
1
9
0
1
0
Missing
Digestive
Other
Other
no
no
no
no
no
[60-70)
2
2
0
17
0
0
0
Missing
Injury
Respiratory
Respiratory
no
no
no
no
yes
[80-90)
7
75
0
24
15
0
2
Missing
Other
Respiratory
Circulatory
no
no
no
yes
yes
[60-70)
7
26
3
9
0
0
0
Emergency/Trauma
Circulatory
Circulatory
Other
no
no
no
no
no
[70-80)
6
49
0
11
2
1
1
Missing
Other
Musculoskeletal
Other
no
no
yes
yes
yes
[70-80)
2
62
0
16
3
2
2
Missing
Diabetes
Respiratory
Circulatory
no
no
yes
yes
yes
[70-80)
2
44
0
6
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
no
yes
yes
[60-70)
2
63
3
14
1
2
4
Missing
Respiratory
Respiratory
Diabetes
no
high
no
yes
yes
[40-50)
3
49
1
16
7
0
0
Family/GeneralPractice
Digestive
Circulatory
Other
no
no
no
yes
no
[70-80)
9
68
2
19
0
0
0
Missing
Circulatory
Other
Circulatory
no
normal
yes
yes
yes
[80-90)
3
66
0
22
1
1
0
Missing
Respiratory
Circulatory
Diabetes
no
no
no
yes
yes
[80-90)
8
60
3
21
0
0
0
Missing
Digestive
Circulatory
Other
no
no
no
yes
yes
[60-70)
10
68
2
37
0
0
0
InternalMedicine
Respiratory
Respiratory
Circulatory
no
no
yes
yes
no
[70-80)
1
71
2
11
0
0
0
Missing
Digestive
Diabetes
Other
no
no
yes
yes
yes
[90-100)
1
27
0
5
1
0
0
Missing
Other
Circulatory
Circulatory
no
high
no
no
no