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)
6
46
0
14
0
0
0
Missing
Other
Other
Diabetes
no
high
yes
yes
no
[80-90)
4
52
0
17
0
0
1
Missing
Digestive
Other
Other
no
no
no
no
no
[60-70)
5
63
0
21
0
4
0
Other
Respiratory
Circulatory
Circulatory
no
no
yes
yes
yes
[70-80)
3
25
0
17
4
0
0
Missing
Circulatory
Circulatory
Respiratory
high
no
yes
yes
yes
[90-100)
2
27
1
9
0
0
0
Missing
Digestive
Other
Diabetes
no
no
no
no
no
[50-60)
13
49
4
18
0
2
0
InternalMedicine
Diabetes
Musculoskeletal
Musculoskeletal
no
no
yes
yes
no
[60-70)
2
27
5
26
0
1
0
Missing
Circulatory
Respiratory
Circulatory
no
no
yes
yes
yes
[80-90)
2
58
0
15
0
2
0
Missing
Other
Other
Other
no
no
yes
yes
no
[80-90)
4
77
0
13
1
0
0
InternalMedicine
Other
Other
Circulatory
no
no
yes
yes
no
[70-80)
2
48
6
17
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[90-100)
4
61
0
17
1
2
1
Missing
Respiratory
Other
Other
no
no
yes
yes
no
[70-80)
5
56
2
11
0
2
0
Missing
Other
Other
Other
no
no
yes
yes
no
[40-50)
4
36
2
12
0
1
0
Family/GeneralPractice
Digestive
Diabetes
Circulatory
no
high
yes
yes
no
[90-100)
5
52
0
11
0
0
0
Missing
Other
Diabetes
Other
no
no
yes
yes
no
[80-90)
9
70
0
25
1
0
0
Emergency/Trauma
Respiratory
Respiratory
Other
no
no
yes
yes
yes
[70-80)
2
57
3
18
0
0
0
Emergency/Trauma
Circulatory
Circulatory
Circulatory
no
high
yes
yes
yes
[50-60)
3
15
1
31
0
0
0
Missing
Musculoskeletal
Other
Circulatory
no
no
yes
yes
no
[60-70)
13
48
2
40
0
1
0
Surgery
Other
Other
Other
no
no
no
yes
no
[60-70)
12
67
3
17
0
0
0
InternalMedicine
Respiratory
Respiratory
Circulatory
no
no
yes
yes
no
[40-50)
7
68
3
9
0
0
0
Other
Other
Other
Other
no
high
no
yes
no
[40-50)
6
60
5
27
0
0
0
Other
Other
Other
Diabetes
no
high
yes
yes
yes
[80-90)
2
37
0
8
0
1
0
Family/GeneralPractice
Circulatory
Diabetes
Circulatory
no
no
yes
yes
yes
[60-70)
10
50
1
25
0
1
0
Missing
Respiratory
Respiratory
Diabetes
no
no
yes
yes
yes
[70-80)
4
39
0
22
6
0
2
Missing
Circulatory
Circulatory
Other
no
high
yes
yes
yes
[60-70)
4
50
3
17
2
1
1
Missing
Circulatory
Circulatory
Circulatory
no
high
no
yes
no
[40-50)
1
1
0
7
0
0
0
Emergency/Trauma
Diabetes
Other
Injury
no
no
yes
yes
yes
[40-50)
3
53
1
8
0
0
0
Other
Circulatory
Musculoskeletal
Other
no
high
yes
yes
no
[50-60)
8
46
6
28
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
normal
yes
yes
yes
[40-50)
7
85
1
24
0
5
0
InternalMedicine
Diabetes
Other
Diabetes
no
no
no
yes
no
[80-90)
3
39
0
20
0
0
0
Missing
Respiratory
Respiratory
Circulatory
no
no
yes
yes
yes
[50-60)
12
71
6
34
0
0
0
InternalMedicine
Circulatory
Diabetes
Respiratory
no
high
yes
yes
yes
[50-60)
5
36
2
28
1
1
1
Missing
Injury
Injury
Other
no
no
yes
yes
yes
[70-80)
3
39
1
33
0
1
0
Other
Musculoskeletal
Diabetes
Circulatory
no
no
yes
yes
no
[80-90)
14
64
0
26
0
0
0
Missing
Other
Other
Other
no
no
no
no
no
[60-70)
9
66
1
28
0
2
2
Missing
Circulatory
Other
Circulatory
no
no
no
no
yes
[80-90)
7
71
0
25
0
0
0
Cardiology
Circulatory
Circulatory
Digestive
no
no
yes
yes
no
[60-70)
7
52
0
21
3
0
0
Emergency/Trauma
Circulatory
Circulatory
Circulatory
no
high
yes
yes
yes
[60-70)
11
76
1
31
1
2
0
Other
Respiratory
Circulatory
Diabetes
no
no
no
no
no
[60-70)
9
60
6
37
1
0
0
Cardiology
Circulatory
Circulatory
Respiratory
no
high
yes
yes
no
[90-100)
11
53
0
11
0
1
0
Missing
Other
Other
Other
no
no
no
yes
yes
[80-90)
2
32
0
19
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
no
no
no
[70-80)
2
81
2
8
0
0
0
Family/GeneralPractice
Diabetes
Other
Circulatory
no
high
no
yes
no
[70-80)
1
27
5
12
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[50-60)
3
61
0
16
5
0
1
Missing
Respiratory
Other
Diabetes
no
no
yes
yes
no
[40-50)
1
47
0
4
0
0
0
InternalMedicine
Respiratory
Other
Diabetes
no
no
no
no
yes
[60-70)
3
38
0
6
0
0
0
Missing
Other
Other
Circulatory
no
no
no
no
no
[70-80)
4
41
0
10
1
0
0
Missing
Circulatory
Circulatory
Respiratory
no
no
no
yes
no
[60-70)
3
2
1
24
2
0
0
Missing
Musculoskeletal
Other
Circulatory
no
no
yes
yes
yes
[70-80)
2
50
4
11
0
3
0
Missing
Other
Other
Other
no
no
no
yes
yes
[70-80)
11
43
4
16
0
1
1
Other
Other
Other
Circulatory
no
no
yes
yes
yes
[70-80)
1
33
0
12
0
0
0
Missing
Respiratory
Diabetes
Circulatory
no
no
no
no
yes
[70-80)
2
48
0
15
0
0
0
Missing
Respiratory
Circulatory
Circulatory
no
high
yes
yes
yes
[60-70)
1
34
2
29
1
1
0
Missing
Digestive
Diabetes
Circulatory
no
no
yes
yes
no
[50-60)
6
24
2
21
3
0
0
Cardiology
Circulatory
Other
Circulatory
normal
no
no
yes
yes
[70-80)
4
82
3
17
0
0
0
Family/GeneralPractice
Circulatory
Respiratory
Respiratory
no
no
yes
yes
no
[40-50)
11
43
4
27
0
1
0
InternalMedicine
Diabetes
Other
Other
no
no
yes
yes
yes
[70-80)
12
43
2
10
0
0
0
Missing
Other
Other
Other
no
no
no
no
no
[70-80)
4
46
0
13
0
0
0
Emergency/Trauma
Circulatory
Other
Circulatory
no
no
yes
yes
yes
[80-90)
6
52
0
13
0
0
0
InternalMedicine
Other
Circulatory
Diabetes
normal
normal
no
yes
no
[40-50)
2
56
0
12
0
0
0
Missing
Diabetes
Other
Circulatory
no
normal
yes
yes
yes
[50-60)
7
46
0
22
2
1
0
Family/GeneralPractice
Circulatory
Other
Circulatory
no
no
no
no
yes
[70-80)
1
34
0
13
0
0
0
InternalMedicine
Circulatory
Injury
Injury
no
no
no
no
yes
[60-70)
2
38
1
14
1
0
0
InternalMedicine
Digestive
Other
Diabetes
no
no
no
no
no
[80-90)
4
39
0
18
0
0
0
InternalMedicine
Respiratory
Other
Diabetes
no
no
yes
yes
no
[70-80)
5
25
1
15
0
0
0
Missing
Injury
Diabetes
Circulatory
no
no
yes
yes
yes
[80-90)
10
44
1
29
0
0
0
Missing
Respiratory
Respiratory
Circulatory
no
no
no
yes
no
[40-50)
1
72
0
13
0
0
1
Missing
Circulatory
Other
Other
no
no
no
yes
no
[80-90)
11
63
2
7
0
0
0
Emergency/Trauma
Circulatory
Other
Circulatory
no
high
no
yes
no
[60-70)
2
33
0
13
0
0
0
Missing
Other
Diabetes
Musculoskeletal
no
high
no
yes
yes
[70-80)
5
45
0
9
0
2
0
Missing
Circulatory
Diabetes
Other
no
no
no
yes
yes
[70-80)
2
19
0
11
1
0
1
Family/GeneralPractice
Other
Other
Other
normal
no
no
no
no
[50-60)
8
49
3
54
0
0
0
Surgery
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[70-80)
7
9
2
25
0
1
0
Cardiology
Circulatory
Other
Respiratory
no
no
yes
yes
yes
[60-70)
1
39
0
7
0
2
0
Missing
Other
Other
Digestive
no
no
no
yes
no
[90-100)
6
18
0
15
0
0
0
Missing
Digestive
Other
Circulatory
normal
no
no
yes
no
[80-90)
4
80
1
14
0
0
0
InternalMedicine
Circulatory
Diabetes
Circulatory
no
high
yes
yes
no
[70-80)
2
64
0
14
0
0
0
InternalMedicine
Respiratory
Other
Other
no
no
yes
yes
no
[60-70)
14
43
2
25
1
0
2
Family/GeneralPractice
Circulatory
Digestive
Other
no
no
yes
yes
no
[70-80)
4
51
2
11
0
0
0
Missing
Digestive
Diabetes
Circulatory
no
no
yes
yes
yes
[70-80)
2
42
0
14
1
1
0
Missing
Respiratory
Circulatory
Diabetes
no
high
yes
yes
yes
[70-80)
7
58
1
8
0
0
0
InternalMedicine
Circulatory
Other
Diabetes
high
no
no
no
yes
[80-90)
1
18
0
13
0
1
0
Emergency/Trauma
Digestive
Respiratory
Respiratory
no
no
no
yes
yes
[70-80)
11
39
0
12
0
0
0
Missing
Other
Other
Other
no
normal
no
yes
no
[70-80)
4
52
2
23
0
0
0
Emergency/Trauma
Injury
Injury
Circulatory
no
high
no
yes
no
[60-70)
3
57
0
15
1
3
2
Missing
Other
Other
Other
no
no
no
no
yes
[60-70)
1
60
0
7
0
0
0
Missing
Circulatory
Diabetes
Other
no
no
no
yes
no
[60-70)
2
45
2
13
0
0
0
Family/GeneralPractice
Other
Other
Other
no
no
no
yes
no
[80-90)
2
32
0
4
0
1
0
Missing
Other
Respiratory
Other
no
no
no
no
yes
[70-80)
6
65
0
24
0
1
0
Emergency/Trauma
Respiratory
Other
Other
no
normal
no
yes
no
[50-60)
5
32
1
17
0
1
0
Missing
Musculoskeletal
Respiratory
Other
no
no
yes
yes
no
[60-70)
3
32
6
11
0
0
0
Cardiology
Circulatory
Circulatory
Other
no
no
no
yes
no
[50-60)
10
73
2
25
0
0
0
Missing
Diabetes
Other
Other
no
high
no
yes
no
[60-70)
2
37
0
9
0
0
1
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[60-70)
11
60
3
42
1
2
0
Missing
Diabetes
Respiratory
Circulatory
no
high
yes
yes
no
[70-80)
7
72
0
5
0
0
0
Missing
Other
Other
Diabetes
no
high
yes
yes
yes
[40-50)
2
17
1
12
1
0
0
Other
Other
Other
Other
high
no
no
yes
no
[50-60)
5
69
3
33
0
0
0
Missing
Digestive
Respiratory
Digestive
no
high
yes
yes
yes
[50-60)
2
18
0
16
1
1
0
Missing
Digestive
Musculoskeletal
Circulatory
normal
no
no
yes
no
[60-70)
9
47
1
24
1
2
1
Missing
Respiratory
Respiratory
Other
no
no
no
no
yes
[60-70)
3
39
0
6
0
4
0
InternalMedicine
Other
Respiratory
Circulatory
no
no
no
no
no