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
69
0
9
0
0
0
InternalMedicine
Circulatory
Other
Diabetes
no
no
no
no
no
[40-50)
2
51
0
7
0
0
2
Missing
Respiratory
Other
Respiratory
no
normal
no
yes
yes
[40-50)
9
60
0
15
0
0
0
Family/GeneralPractice
Other
Respiratory
Other
no
no
yes
yes
yes
[50-60)
3
1
1
10
0
1
1
Missing
Respiratory
Respiratory
Other
no
no
yes
yes
no
[60-70)
4
74
2
18
1
6
0
InternalMedicine
Diabetes
Other
Circulatory
no
no
yes
yes
yes
[80-90)
5
31
6
24
0
0
0
Missing
Musculoskeletal
Diabetes
Other
no
no
yes
yes
yes
[70-80)
7
56
0
9
0
0
0
InternalMedicine
Circulatory
Other
Other
no
high
no
yes
no
[70-80)
9
20
5
20
2
0
0
Missing
Circulatory
Respiratory
Other
no
no
yes
yes
no
[70-80)
2
9
1
11
0
1
0
Missing
Injury
Circulatory
Circulatory
no
no
yes
yes
no
[70-80)
4
28
1
24
0
2
1
Missing
Respiratory
Other
Circulatory
no
no
yes
yes
yes
[60-70)
6
65
0
24
0
1
0
Missing
Other
Other
Respiratory
no
no
yes
yes
yes
[40-50)
5
61
0
15
0
0
0
Missing
Respiratory
Diabetes
Other
high
no
yes
yes
no
[80-90)
4
41
3
26
0
3
0
Missing
Diabetes
Other
Circulatory
no
no
yes
yes
yes
[70-80)
3
56
0
17
0
0
1
Missing
Digestive
Digestive
Circulatory
no
no
no
no
yes
[70-80)
1
45
0
12
1
0
0
Missing
Circulatory
Other
Diabetes
no
no
no
no
no
[60-70)
4
46
1
26
0
0
0
Surgery
Injury
Circulatory
Circulatory
no
no
no
yes
no
[50-60)
4
29
3
19
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[70-80)
7
1
0
6
0
1
0
Family/GeneralPractice
Circulatory
Other
Diabetes
no
no
no
yes
no
[60-70)
4
48
2
24
0
1
0
Missing
Circulatory
Other
Digestive
no
no
yes
yes
yes
[70-80)
3
42
2
25
0
3
0
Missing
Injury
Other
Other
no
no
yes
yes
no
[50-60)
7
29
4
35
0
1
0
Missing
Other
Injury
Musculoskeletal
no
no
yes
yes
yes
[70-80)
4
36
1
12
1
0
0
Other
Other
Other
Diabetes
no
no
yes
yes
yes
[70-80)
10
62
1
51
0
0
1
Missing
Injury
Injury
Other
no
no
no
yes
no
[50-60)
3
45
0
22
0
0
0
InternalMedicine
Digestive
Other
Diabetes
no
high
yes
yes
no
[60-70)
4
81
0
13
0
0
0
Missing
Other
Other
Diabetes
no
no
yes
yes
yes
[70-80)
6
11
1
11
0
1
0
Missing
Other
Other
Other
no
no
no
no
no
[60-70)
6
48
1
12
2
4
0
Missing
Other
Other
Circulatory
no
no
no
no
no
[70-80)
9
71
3
24
0
0
0
Missing
Circulatory
Other
Other
no
no
yes
yes
yes
[70-80)
3
59
0
21
0
0
0
Missing
Respiratory
Respiratory
Respiratory
no
no
yes
yes
no
[40-50)
4
34
1
17
0
0
0
Family/GeneralPractice
Other
Diabetes
Missing
no
no
yes
yes
no
[70-80)
4
56
0
9
0
0
0
InternalMedicine
Other
Other
Other
no
no
no
yes
no
[60-70)
5
61
2
22
1
6
0
Emergency/Trauma
Diabetes
Other
Respiratory
no
no
yes
yes
yes
[70-80)
4
54
2
23
0
0
0
Other
Respiratory
Circulatory
Circulatory
no
no
yes
yes
no
[60-70)
7
35
1
21
1
5
3
Missing
Respiratory
Circulatory
Respiratory
no
no
yes
yes
yes
[50-60)
1
53
3
8
3
0
0
Cardiology
Circulatory
Diabetes
Other
no
no
no
yes
yes
[80-90)
1
1
1
9
0
0
0
Missing
Digestive
Digestive
Other
no
no
no
yes
no
[60-70)
3
1
0
11
0
0
0
Missing
Other
Other
Circulatory
no
no
no
yes
no
[60-70)
9
64
3
24
0
1
0
Emergency/Trauma
Circulatory
Other
Other
no
no
yes
yes
no
[70-80)
2
36
5
14
0
2
3
Missing
Circulatory
Other
Circulatory
no
no
no
no
yes
[80-90)
10
75
2
21
0
0
0
Other
Injury
Circulatory
Other
no
high
no
no
yes
[50-60)
3
54
0
17
0
0
0
Emergency/Trauma
Respiratory
Diabetes
Other
no
no
yes
yes
no
[50-60)
3
5
1
19
0
0
0
Missing
Musculoskeletal
Diabetes
Other
no
high
yes
yes
yes
[80-90)
14
74
4
29
0
0
0
Missing
Other
Respiratory
Other
no
high
yes
yes
no
[40-50)
14
74
2
19
1
3
0
Emergency/Trauma
Injury
Other
Diabetes
no
no
yes
yes
no
[60-70)
2
42
0
11
0
1
0
InternalMedicine
Circulatory
Circulatory
Diabetes
normal
no
yes
yes
yes
[50-60)
5
40
0
20
0
1
0
Missing
Other
Other
Other
no
no
yes
yes
no
[70-80)
5
42
2
9
0
0
0
Missing
Digestive
Digestive
Circulatory
no
no
no
no
no
[40-50)
7
51
2
10
2
1
0
Missing
Injury
Other
Other
no
no
no
no
yes
[70-80)
3
20
1
15
0
0
0
Other
Musculoskeletal
Circulatory
Respiratory
no
no
no
no
yes
[70-80)
6
39
1
18
0
0
0
Family/GeneralPractice
Circulatory
Circulatory
Circulatory
no
normal
yes
yes
yes
[60-70)
3
59
0
7
0
0
0
Emergency/Trauma
Circulatory
Circulatory
Diabetes
no
high
no
yes
yes
[60-70)
5
75
0
20
0
1
0
Emergency/Trauma
Respiratory
Respiratory
Respiratory
no
no
yes
yes
yes
[80-90)
4
16
0
10
0
0
0
Family/GeneralPractice
Respiratory
Other
Circulatory
normal
no
no
yes
no
[80-90)
4
48
1
14
0
0
0
InternalMedicine
Circulatory
Other
Other
no
no
yes
yes
no
[40-50)
4
38
0
24
0
2
0
Emergency/Trauma
Respiratory
Diabetes
Circulatory
no
no
yes
yes
no
[90-100)
2
39
2
8
0
0
0
InternalMedicine
Digestive
Other
Other
no
no
no
no
no
[40-50)
3
54
0
4
0
0
0
Missing
Other
Digestive
Diabetes
no
no
no
no
yes
[70-80)
4
20
1
11
0
0
0
Other
Musculoskeletal
Diabetes
Circulatory
no
no
no
no
yes
[80-90)
4
46
3
17
0
0
0
Missing
Digestive
Other
Circulatory
no
no
yes
yes
yes
[60-70)
6
29
4
12
2
1
0
Surgery
Other
Diabetes
Missing
no
no
no
no
yes
[50-60)
11
9
0
16
0
0
0
Missing
Other
Other
Other
no
no
no
yes
yes
[60-70)
4
57
2
25
8
5
0
Missing
Musculoskeletal
Respiratory
Other
no
no
yes
yes
yes
[80-90)
1
63
0
17
0
0
0
Missing
Injury
Other
Other
no
no
no
yes
yes
[80-90)
7
64
0
24
0
1
0
Missing
Respiratory
Other
Circulatory
no
no
no
yes
yes
[40-50)
2
40
0
8
0
1
0
Family/GeneralPractice
Diabetes
Other
Circulatory
no
no
no
yes
yes
[40-50)
10
9
3
13
0
3
0
Surgery
Circulatory
Injury
Other
no
no
yes
yes
yes
[40-50)
8
68
0
12
0
0
0
Emergency/Trauma
Other
Diabetes
Other
no
high
yes
yes
yes
[40-50)
1
1
4
21
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
no
yes
yes
[60-70)
3
31
3
7
0
0
0
Missing
Digestive
Digestive
Other
no
no
no
yes
no
[70-80)
2
11
6
14
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[60-70)
1
36
3
20
0
0
0
Surgery
Musculoskeletal
Other
Diabetes
no
no
no
no
no
[70-80)
1
46
0
13
0
0
0
Missing
Respiratory
Diabetes
Missing
no
no
no
no
yes
[50-60)
2
37
0
7
0
2
0
Family/GeneralPractice
Circulatory
Circulatory
Diabetes
no
no
no
yes
yes
[60-70)
5
32
0
16
0
1
0
Family/GeneralPractice
Circulatory
Respiratory
Other
no
no
yes
yes
yes
[70-80)
6
1
1
8
0
1
3
Surgery
Digestive
Digestive
Diabetes
no
no
yes
yes
yes
[90-100)
4
61
1
7
0
1
1
Emergency/Trauma
Other
Circulatory
Injury
no
no
no
yes
no
[80-90)
10
55
1
14
0
0
0
Missing
Other
Circulatory
Circulatory
no
no
no
yes
no
[50-60)
4
9
0
13
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
no
no
no
[80-90)
3
54
0
14
0
0
0
Missing
Circulatory
Other
Other
no
no
no
no
yes
[50-60)
4
83
0
13
2
1
0
Missing
Injury
Other
Diabetes
no
no
no
yes
yes
[70-80)
4
32
2
21
0
3
0
Other
Injury
Circulatory
Circulatory
no
no
no
no
yes
[50-60)
2
20
1
10
0
0
0
Other
Musculoskeletal
Musculoskeletal
Circulatory
no
no
yes
yes
no
[70-80)
2
4
0
9
1
1
1
Emergency/Trauma
Other
Circulatory
Diabetes
no
no
yes
yes
yes
[70-80)
4
69
2
18
0
0
0
Missing
Digestive
Other
Digestive
no
no
no
no
no
[60-70)
2
9
0
8
1
1
0
Family/GeneralPractice
Other
Circulatory
Circulatory
no
no
yes
yes
yes
[70-80)
3
50
0
8
0
2
0
Family/GeneralPractice
Circulatory
Other
Other
no
no
no
yes
yes
[50-60)
2
68
4
19
0
0
0
Missing
Respiratory
Respiratory
Circulatory
no
no
no
yes
no
[50-60)
5
36
4
17
0
1
0
Family/GeneralPractice
Circulatory
Circulatory
Diabetes
no
normal
no
no
no
[90-100)
5
39
1
10
0
1
0
Family/GeneralPractice
Digestive
Diabetes
Circulatory
no
no
no
no
yes
[50-60)
1
43
0
7
0
0
0
Cardiology
Other
Respiratory
Diabetes
no
no
yes
yes
no
[70-80)
2
2
0
7
2
1
0
Other
Digestive
Other
Circulatory
no
no
yes
yes
yes
[90-100)
2
22
0
3
0
0
0
Other
Other
Other
Other
normal
no
no
no
no
[60-70)
6
50
3
25
3
0
0
Surgery
Other
Circulatory
Circulatory
no
high
yes
yes
yes
[70-80)
4
32
1
13
0
0
0
Emergency/Trauma
Circulatory
Circulatory
Other
no
no
no
yes
yes
[90-100)
3
35
0
9
0
0
0
Missing
Other
Circulatory
Other
no
no
no
yes
no
[50-60)
1
10
1
13
0
0
0
Missing
Digestive
Diabetes
Other
no
no
no
yes
no
[70-80)
4
50
1
12
0
0
0
Missing
Circulatory
Digestive
Circulatory
no
normal
no
no
no
[70-80)
9
46
0
12
0
1
0
Cardiology
Other
Other
Respiratory
no
no
no
yes
yes
[70-80)
1
11
0
6
2
1
0
Missing
Other
Other
Other
no
no
no
yes
yes
[80-90)
3
2
0
11
0
0
1
Emergency/Trauma
Circulatory
Respiratory
Other
no
no
yes
yes
yes