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)
3
51
0
14
0
0
0
Missing
Diabetes
Other
Circulatory
no
no
yes
yes
yes
[40-50)
5
56
0
11
0
0
0
InternalMedicine
Other
Diabetes
Injury
high
high
no
yes
no
[70-80)
1
63
0
5
0
0
0
Emergency/Trauma
Injury
Diabetes
Other
no
high
yes
yes
no
[50-60)
5
52
0
24
1
1
0
Missing
Other
Other
Other
no
no
yes
yes
no
[60-70)
2
53
1
13
0
0
0
InternalMedicine
Digestive
Circulatory
Diabetes
no
no
yes
yes
yes
[40-50)
3
6
2
15
1
0
0
Missing
Other
Diabetes
Other
no
no
yes
yes
no
[70-80)
3
63
0
7
0
0
0
Missing
Other
Circulatory
Other
no
no
no
no
yes
[70-80)
4
54
3
15
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[80-90)
8
58
0
9
0
0
0
Family/GeneralPractice
Other
Respiratory
Respiratory
no
no
no
yes
no
[50-60)
6
56
6
34
0
0
0
Missing
Musculoskeletal
Musculoskeletal
Other
no
no
yes
yes
yes
[50-60)
4
38
1
20
3
1
0
Other
Respiratory
Circulatory
Other
no
no
no
no
yes
[70-80)
12
51
5
22
0
1
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[40-50)
4
61
3
21
0
0
0
Missing
Circulatory
Circulatory
Digestive
no
high
no
no
no
[50-60)
14
45
2
16
0
0
0
Missing
Circulatory
Musculoskeletal
Other
no
no
yes
yes
no
[70-80)
3
22
3
13
0
1
0
Other
Musculoskeletal
Other
Circulatory
no
no
no
yes
no
[60-70)
9
37
1
19
0
0
0
Missing
Diabetes
Circulatory
Other
no
no
no
no
no
[60-70)
4
29
1
16
0
0
0
Cardiology
Respiratory
Other
Circulatory
no
no
no
no
yes
[60-70)
6
49
2
19
0
0
0
Other
Circulatory
Respiratory
Respiratory
no
no
no
yes
yes
[50-60)
1
52
0
9
0
0
0
Missing
Circulatory
Other
Circulatory
no
no
yes
yes
no
[70-80)
1
44
1
22
0
2
1
InternalMedicine
Circulatory
Respiratory
Other
no
no
yes
yes
no
[70-80)
5
16
0
13
0
1
0
Missing
Other
Other
Diabetes
high
no
no
yes
yes
[80-90)
1
32
1
6
0
1
0
Missing
Circulatory
Other
Circulatory
no
no
no
no
yes
[70-80)
6
45
2
10
1
0
0
Missing
Circulatory
Injury
Other
no
no
no
yes
yes
[60-70)
2
36
0
10
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
no
no
yes
[50-60)
5
40
1
15
0
0
0
Missing
Other
Other
Other
no
high
yes
yes
no
[50-60)
3
32
3
18
0
1
0
Cardiology
Circulatory
Diabetes
Circulatory
no
high
no
yes
yes
[70-80)
8
62
0
11
1
1
0
Emergency/Trauma
Other
Other
Injury
no
no
yes
yes
yes
[80-90)
11
73
0
23
3
0
0
Missing
Circulatory
Circulatory
Circulatory
no
high
yes
yes
yes
[60-70)
4
33
3
25
0
0
0
Surgery
Musculoskeletal
Other
Circulatory
no
no
no
yes
yes
[80-90)
1
36
1
5
0
0
0
Cardiology
Circulatory
Injury
Circulatory
no
no
no
yes
no
[80-90)
3
56
0
12
0
2
0
Emergency/Trauma
Circulatory
Diabetes
Other
no
high
no
yes
no
[70-80)
4
42
1
14
1
2
0
Other
Circulatory
Circulatory
Other
no
no
no
no
yes
[70-80)
3
64
1
12
1
0
1
Missing
Other
Musculoskeletal
Circulatory
no
no
no
yes
yes
[40-50)
3
42
3
28
0
1
0
Missing
Circulatory
Circulatory
Diabetes
no
no
yes
yes
yes
[80-90)
5
44
2
15
0
0
0
Other
Musculoskeletal
Other
Other
no
no
no
yes
no
[60-70)
2
46
0
9
0
0
0
Missing
Musculoskeletal
Musculoskeletal
Diabetes
no
no
yes
yes
no
[70-80)
3
48
0
11
0
0
0
Missing
Circulatory
Other
Circulatory
no
no
yes
yes
no
[50-60)
12
42
1
25
0
0
0
Other
Diabetes
Circulatory
Other
no
no
yes
yes
yes
[80-90)
3
52
2
16
0
3
1
Emergency/Trauma
Diabetes
Other
Other
no
no
yes
yes
yes
[80-90)
7
60
0
13
0
0
1
Missing
Other
Other
Circulatory
no
no
yes
yes
no
[60-70)
6
67
2
26
0
1
0
InternalMedicine
Diabetes
Other
Circulatory
high
high
yes
yes
no
[60-70)
8
45
4
26
0
0
0
Missing
Digestive
Other
Diabetes
no
no
yes
yes
no
[60-70)
4
48
4
34
0
0
0
Cardiology
Circulatory
Circulatory
Respiratory
no
no
no
yes
yes
[70-80)
6
67
1
19
2
0
0
Missing
Injury
Other
Other
no
no
no
no
no
[70-80)
2
74
0
9
2
2
1
Missing
Other
Circulatory
Other
no
no
no
no
no
[70-80)
1
45
0
12
3
1
0
InternalMedicine
Diabetes
Circulatory
Circulatory
no
no
no
yes
no
[80-90)
13
71
0
17
0
1
0
Other
Other
Other
Other
no
high
no
yes
yes
[70-80)
12
49
0
12
0
2
0
Surgery
Circulatory
Other
Other
high
no
no
yes
yes
[70-80)
8
53
0
8
0
1
0
Missing
Injury
Other
Other
no
no
no
yes
yes
[70-80)
3
36
1
16
0
1
0
Other
Musculoskeletal
Circulatory
Diabetes
no
no
yes
yes
no
[70-80)
4
35
0
21
0
1
2
Missing
Circulatory
Other
Circulatory
no
no
no
yes
no
[60-70)
4
49
1
33
0
0
0
Missing
Musculoskeletal
Circulatory
Musculoskeletal
no
no
yes
yes
yes
[80-90)
6
47
2
26
0
1
0
Emergency/Trauma
Other
Circulatory
Other
no
no
yes
yes
yes
[50-60)
5
43
1
15
0
0
1
Missing
Injury
Other
Musculoskeletal
no
high
yes
yes
no
[70-80)
9
69
2
17
0
4
1
Emergency/Trauma
Injury
Other
Other
no
no
yes
yes
yes
[90-100)
11
43
3
34
0
0
0
InternalMedicine
Injury
Other
Diabetes
no
no
no
no
no
[60-70)
2
57
0
18
0
0
0
Missing
Respiratory
Diabetes
Respiratory
no
no
no
yes
yes
[60-70)
2
35
3
9
0
0
0
Cardiology
Circulatory
Circulatory
Respiratory
no
no
no
no
yes
[70-80)
5
51
6
27
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[90-100)
5
64
3
11
0
0
0
Missing
Digestive
Other
Diabetes
no
no
yes
yes
yes
[80-90)
2
37
1
13
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
yes
yes
no
[40-50)
3
29
2
21
0
0
0
Cardiology
Respiratory
Respiratory
Other
no
no
yes
yes
no
[80-90)
5
8
0
11
1
3
0
Emergency/Trauma
Respiratory
Respiratory
Other
no
no
yes
yes
yes
[70-80)
5
58
2
40
0
2
0
Missing
Circulatory
Other
Circulatory
no
high
yes
yes
no
[90-100)
3
67
2
13
1
0
0
Missing
Injury
Injury
Respiratory
no
no
no
no
no
[40-50)
5
53
5
36
0
1
0
InternalMedicine
Other
Circulatory
Other
no
high
yes
yes
yes
[60-70)
3
96
0
17
1
0
0
Missing
Other
Other
Other
no
normal
no
yes
yes
[60-70)
5
57
3
20
0
2
0
Surgery
Diabetes
Circulatory
Other
no
no
yes
yes
yes
[70-80)
8
26
2
21
0
0
0
Missing
Other
Other
Diabetes
no
no
yes
yes
no
[70-80)
12
62
1
23
3
4
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[40-50)
3
61
0
13
0
0
0
Missing
Other
Other
Other
no
no
yes
yes
no
[40-50)
4
55
4
19
0
0
0
Other
Other
Other
Diabetes
no
no
yes
yes
no
[90-100)
6
54
1
13
0
0
0
Missing
Other
Diabetes
Circulatory
no
no
no
no
yes
[50-60)
4
58
0
14
1
1
0
Missing
Respiratory
Diabetes
Other
no
high
yes
yes
yes
[70-80)
3
45
0
21
1
0
0
Family/GeneralPractice
Circulatory
Diabetes
Circulatory
no
high
yes
yes
yes
[80-90)
5
37
0
12
0
0
0
Family/GeneralPractice
Other
Other
Other
no
no
no
no
no
[60-70)
4
28
2
30
0
0
0
Cardiology
Other
Diabetes
Other
no
no
yes
yes
no
[70-80)
1
36
1
20
2
0
0
Other
Musculoskeletal
Circulatory
Diabetes
no
no
yes
yes
yes
[50-60)
11
50
6
27
0
0
0
Missing
Digestive
Digestive
Diabetes
no
no
yes
yes
no
[70-80)
9
51
0
13
0
3
0
Family/GeneralPractice
Other
Respiratory
Circulatory
no
no
no
yes
yes
[50-60)
4
36
0
14
0
1
0
Missing
Respiratory
Circulatory
Other
no
high
yes
yes
yes
[80-90)
2
58
1
9
0
0
0
Other
Respiratory
Other
Musculoskeletal
no
high
no
no
no
[80-90)
4
11
1
17
1
4
0
Family/GeneralPractice
Circulatory
Circulatory
Respiratory
high
no
yes
yes
yes
[60-70)
1
29
3
14
2
0
0
Missing
Musculoskeletal
Circulatory
Diabetes
no
no
no
yes
no
[50-60)
1
51
2
19
0
0
0
Missing
Circulatory
Circulatory
Other
no
high
yes
yes
no
[60-70)
5
51
0
15
0
0
0
Missing
Respiratory
Circulatory
Other
no
no
no
yes
yes
[40-50)
3
74
0
19
0
4
0
InternalMedicine
Respiratory
Respiratory
Other
no
no
yes
yes
yes
[90-100)
4
25
0
20
0
0
0
Missing
Respiratory
Respiratory
Diabetes
no
no
no
yes
no
[70-80)
7
40
2
14
0
0
0
Family/GeneralPractice
Digestive
Other
Circulatory
no
no
yes
yes
yes
[40-50)
3
29
0
16
0
0
0
Missing
Diabetes
Other
Other
no
normal
yes
yes
no
[40-50)
1
35
0
7
0
0
0
Family/GeneralPractice
Respiratory
Other
Diabetes
no
no
no
no
no
[60-70)
12
70
1
16
0
0
0
Missing
Other
Diabetes
Circulatory
no
high
yes
yes
no
[50-60)
1
22
3
14
0
0
0
InternalMedicine
Circulatory
Circulatory
Other
no
no
no
yes
no
[70-80)
1
1
1
12
0
0
0
Surgery
Other
Other
Diabetes
no
no
yes
yes
no
[70-80)
12
97
2
32
0
0
0
Emergency/Trauma
Digestive
Other
Other
no
high
yes
yes
no
[40-50)
2
33
0
12
0
0
0
Emergency/Trauma
Diabetes
Other
Other
no
high
yes
yes
no
[60-70)
2
28
1
15
0
0
0
Other
Musculoskeletal
Diabetes
Other
no
no
yes
yes
yes
[80-90)
3
36
1
6
0
0
0
Missing
Circulatory
Diabetes
Other
no
no
no
yes
yes
[40-50)
3
61
0
13
0
0
0
Missing
Digestive
Other
Diabetes
no
high
yes
yes
no
[50-60)
4
39
5
5
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
no
no
no