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)
2
35
0
14
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
no
no
no
[70-80)
3
7
2
26
2
0
0
Other
Injury
Other
Diabetes
no
no
yes
yes
no
[80-90)
10
88
0
25
0
1
0
Missing
Respiratory
Respiratory
Diabetes
no
no
yes
yes
yes
[70-80)
7
62
2
11
0
0
0
Missing
Other
Other
Other
no
no
yes
yes
yes
[90-100)
3
40
0
15
0
2
0
Emergency/Trauma
Circulatory
Circulatory
Diabetes
no
no
no
yes
no
[70-80)
1
12
4
15
0
0
0
Surgery
Other
Diabetes
Circulatory
no
no
no
yes
no
[50-60)
4
1
1
19
1
0
0
Missing
Injury
Diabetes
Other
no
no
yes
yes
no
[70-80)
6
66
2
32
0
1
0
Missing
Circulatory
Other
Other
no
normal
yes
yes
yes
[80-90)
6
38
1
40
0
2
0
Other
Injury
Respiratory
Other
no
no
yes
yes
no
[40-50)
3
68
1
11
0
1
1
Missing
Diabetes
Other
Circulatory
no
high
no
yes
no
[70-80)
1
37
1
10
3
1
0
Missing
Circulatory
Respiratory
Musculoskeletal
no
high
no
yes
yes
[70-80)
2
38
2
14
0
1
0
Missing
Circulatory
Circulatory
Diabetes
no
no
no
yes
no
[70-80)
8
17
2
27
4
1
0
Surgery
Injury
Injury
Diabetes
high
no
yes
yes
no
[50-60)
2
15
0
10
0
0
0
Missing
Circulatory
Respiratory
Other
no
no
no
no
no
[40-50)
3
11
3
1
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[50-60)
6
58
2
23
0
1
0
Emergency/Trauma
Injury
Injury
Other
no
no
yes
yes
yes
[70-80)
5
55
1
17
0
0
0
Family/GeneralPractice
Other
Digestive
Digestive
no
no
no
yes
no
[80-90)
2
57
0
11
0
2
0
Emergency/Trauma
Circulatory
Circulatory
Other
no
no
yes
yes
yes
[70-80)
6
45
6
18
0
0
0
InternalMedicine
Circulatory
Other
Circulatory
no
high
no
no
yes
[80-90)
3
51
6
19
1
0
0
Other
Injury
Other
Circulatory
no
no
no
yes
no
[60-70)
13
100
1
26
2
1
0
Missing
Circulatory
Other
Circulatory
no
no
no
no
yes
[70-80)
11
36
3
12
0
0
0
Missing
Injury
Other
Other
no
no
no
yes
no
[40-50)
8
58
2
4
0
0
0
InternalMedicine
Other
Diabetes
Injury
no
high
no
yes
no
[80-90)
3
26
0
16
5
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[70-80)
2
3
5
12
0
0
0
Surgery
Digestive
Circulatory
Circulatory
no
no
no
yes
yes
[90-100)
4
44
1
16
0
3
1
Family/GeneralPractice
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[70-80)
1
43
6
21
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[60-70)
6
34
6
14
0
0
0
Surgery
Other
Other
Digestive
no
no
no
no
yes
[40-50)
3
30
0
15
0
0
0
Emergency/Trauma
Respiratory
Other
Respiratory
no
no
no
no
no
[60-70)
4
9
2
23
9
0
0
Missing
Musculoskeletal
Other
Musculoskeletal
high
no
yes
yes
yes
[70-80)
2
26
1
8
0
0
0
Other
Other
Circulatory
Circulatory
no
no
no
yes
yes
[70-80)
3
38
0
14
0
0
0
InternalMedicine
Other
Circulatory
Circulatory
no
no
no
yes
no
[60-70)
3
36
2
27
2
2
0
Surgery
Musculoskeletal
Diabetes
Other
no
high
yes
yes
no
[70-80)
4
56
0
23
0
2
0
Family/GeneralPractice
Circulatory
Respiratory
Circulatory
no
no
yes
yes
no
[70-80)
2
62
0
9
0
0
0
Missing
Digestive
Digestive
Other
no
no
yes
yes
yes
[70-80)
2
43
1
12
0
0
0
InternalMedicine
Respiratory
Circulatory
Diabetes
no
no
yes
yes
yes
[80-90)
1
41
0
6
1
0
0
Missing
Digestive
Circulatory
Other
no
no
no
yes
no
[70-80)
1
30
1
14
0
1
0
Missing
Injury
Circulatory
Other
no
no
no
yes
yes
[70-80)
6
45
3
8
0
0
0
Missing
Circulatory
Respiratory
Other
no
normal
no
no
no
[90-100)
3
61
1
18
0
1
1
Missing
Digestive
Other
Circulatory
no
no
no
yes
yes
[70-80)
4
50
3
15
0
0
0
Other
Circulatory
Circulatory
Respiratory
no
high
no
no
yes
[50-60)
1
1
1
8
0
0
0
Missing
Respiratory
Respiratory
Diabetes
no
no
no
yes
no
[70-80)
4
38
2
30
0
1
0
Missing
Injury
Other
Other
no
no
yes
yes
yes
[80-90)
6
37
1
19
0
0
0
Surgery
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[70-80)
2
8
3
19
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[70-80)
5
57
1
22
0
0
0
Other
Musculoskeletal
Circulatory
Other
no
no
yes
yes
no
[70-80)
1
50
1
15
2
1
0
Other
Other
Circulatory
Other
no
no
no
no
yes
[50-60)
6
33
0
15
2
2
3
Missing
Circulatory
Circulatory
Diabetes
no
no
no
yes
yes
[60-70)
4
21
1
14
0
0
1
Missing
Circulatory
Diabetes
Circulatory
no
no
yes
yes
yes
[70-80)
4
32
1
19
0
0
0
Missing
Injury
Other
Other
no
no
yes
yes
yes
[40-50)
7
31
1
33
0
1
0
Missing
Injury
Other
Diabetes
no
no
yes
yes
yes
[80-90)
2
40
0
9
0
0
0
Emergency/Trauma
Respiratory
Other
Circulatory
no
normal
no
no
yes
[50-60)
5
50
4
20
0
0
0
Other
Musculoskeletal
Other
Musculoskeletal
no
no
yes
yes
yes
[70-80)
2
24
0
7
0
0
0
InternalMedicine
Circulatory
Diabetes
Other
no
no
no
yes
yes
[40-50)
6
24
0
13
1
0
2
Family/GeneralPractice
Digestive
Other
Digestive
high
no
yes
yes
yes
[70-80)
8
38
2
26
0
2
0
Missing
Diabetes
Musculoskeletal
Other
no
no
yes
yes
yes
[70-80)
8
65
2
18
0
1
0
InternalMedicine
Other
Respiratory
Circulatory
normal
no
no
no
no
[70-80)
6
58
0
17
0
0
1
Missing
Respiratory
Diabetes
Circulatory
no
no
yes
yes
yes
[50-60)
2
34
0
14
0
0
0
Missing
Other
Diabetes
Circulatory
no
no
yes
yes
yes
[70-80)
7
70
3
18
0
0
0
Other
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[60-70)
7
61
3
13
0
0
0
Missing
Diabetes
Circulatory
Other
no
normal
yes
yes
yes
[40-50)
2
30
5
10
0
0
1
Cardiology
Circulatory
Circulatory
Diabetes
no
no
yes
yes
yes
[80-90)
12
66
1
17
0
0
0
Missing
Respiratory
Circulatory
Other
no
no
no
no
yes
[70-80)
1
44
0
19
0
0
0
InternalMedicine
Respiratory
Respiratory
Diabetes
no
no
no
yes
yes
[40-50)
10
16
0
16
2
0
3
Other
Other
Other
Diabetes
normal
no
yes
yes
yes
[90-100)
4
35
0
10
0
0
0
InternalMedicine
Diabetes
Circulatory
Other
no
no
yes
yes
no
[70-80)
9
78
4
17
0
1
0
Other
Other
Other
Other
no
no
no
no
yes
[50-60)
2
29
0
17
0
0
0
Other
Other
Other
Circulatory
no
no
no
yes
no
[90-100)
2
36
0
9
0
0
0
Family/GeneralPractice
Respiratory
Diabetes
Circulatory
no
no
no
yes
no
[70-80)
10
25
2
15
0
3
0
Missing
Other
Circulatory
Digestive
no
high
yes
yes
yes
[70-80)
8
68
0
16
0
2
0
InternalMedicine
Other
Respiratory
Other
no
high
yes
yes
no
[80-90)
3
47
1
3
0
0
0
Emergency/Trauma
Circulatory
Diabetes
Other
no
no
yes
yes
no
[40-50)
13
83
1
35
0
0
0
Missing
Digestive
Other
Other
no
no
yes
yes
yes
[50-60)
1
82
0
17
2
0
0
Missing
Diabetes
Other
Other
no
normal
no
no
yes
[70-80)
1
27
0
11
0
0
0
Emergency/Trauma
Other
Other
Diabetes
no
no
no
yes
no
[70-80)
3
67
0
22
0
0
0
Family/GeneralPractice
Respiratory
Circulatory
Respiratory
no
no
no
no
no
[40-50)
5
31
1
38
0
0
0
Missing
Digestive
Circulatory
Diabetes
no
no
yes
yes
yes
[70-80)
4
58
0
15
6
4
0
InternalMedicine
Circulatory
Circulatory
Diabetes
no
no
yes
yes
yes
[50-60)
3
44
1
14
0
0
0
Other
Other
Respiratory
Other
no
no
yes
yes
no
[50-60)
4
51
1
19
0
0
0
Missing
Digestive
Circulatory
Digestive
no
no
yes
yes
no
[50-60)
2
53
1
16
0
0
1
Missing
Other
Other
Respiratory
no
no
yes
yes
no
[60-70)
3
72
1
17
0
4
0
Family/GeneralPractice
Other
Circulatory
Circulatory
no
no
no
yes
yes
[40-50)
1
16
2
19
0
0
0
Surgery
Musculoskeletal
Diabetes
Other
no
high
yes
yes
no
[40-50)
1
57
3
12
0
0
0
Family/GeneralPractice
Digestive
Respiratory
Diabetes
no
no
no
yes
no
[60-70)
4
57
1
21
0
0
0
Other
Respiratory
Respiratory
Other
no
no
no
yes
no
[70-80)
4
31
0
10
0
2
0
InternalMedicine
Digestive
Diabetes
Digestive
no
no
no
yes
no
[50-60)
8
73
2
19
0
0
0
Family/GeneralPractice
Musculoskeletal
Diabetes
Other
no
high
yes
yes
yes
[80-90)
8
57
2
38
0
1
0
Other
Musculoskeletal
Circulatory
Other
no
no
yes
yes
yes
[80-90)
6
39
0
13
0
3
0
InternalMedicine
Respiratory
Respiratory
Diabetes
no
no
no
yes
yes
[70-80)
12
50
0
21
0
1
0
Other
Other
Other
Other
no
no
yes
yes
yes
[60-70)
4
28
1
13
0
0
1
Missing
Other
Respiratory
Other
no
no
no
no
no
[60-70)
3
4
2
30
0
0
0
Other
Musculoskeletal
Other
Diabetes
no
no
no
no
no
[70-80)
1
38
1
22
0
0
0
Surgery
Digestive
Injury
Circulatory
no
no
yes
yes
no
[70-80)
3
60
0
12
3
0
0
InternalMedicine
Respiratory
Circulatory
Circulatory
no
no
no
yes
yes
[80-90)
1
3
0
7
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
no
no
yes
[70-80)
1
39
0
11
0
0
0
Missing
Diabetes
Circulatory
Circulatory
no
no
no
no
yes
[70-80)
12
56
4
24
0
0
0
InternalMedicine
Circulatory
Circulatory
Respiratory
no
normal
no
yes
no
[60-70)
3
1
0
14
0
1
0
Missing
Other
Other
Other
no
no
no
yes
no
[80-90)
1
37
0
9
0
2
1
InternalMedicine
Digestive
Diabetes
Circulatory
no
no
no
yes
yes
[70-80)
2
52
0
16
0
0
0
Missing
Respiratory
Other
Circulatory
no
no
no
yes
yes