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)
5
53
3
7
0
0
0
Other
Injury
Injury
Circulatory
no
no
no
no
no
[60-70)
3
56
1
26
0
1
0
Missing
Injury
Diabetes
Circulatory
no
high
no
no
yes
[50-60)
6
32
1
11
0
0
0
InternalMedicine
Respiratory
Other
Diabetes
no
no
no
yes
yes
[80-90)
7
25
0
23
1
0
0
Missing
Circulatory
Respiratory
Other
normal
no
yes
yes
yes
[70-80)
2
56
3
7
0
0
0
InternalMedicine
Circulatory
Other
Other
no
no
no
no
no
[60-70)
5
38
3
23
0
0
0
Missing
Musculoskeletal
Musculoskeletal
Injury
no
no
no
yes
yes
[80-90)
8
68
0
26
0
0
0
InternalMedicine
Injury
Other
Other
no
high
yes
yes
yes
[70-80)
7
53
0
24
0
0
0
Emergency/Trauma
Respiratory
Respiratory
Circulatory
no
no
yes
yes
yes
[70-80)
2
50
0
21
0
0
0
Other
Injury
Injury
Other
no
no
yes
yes
yes
[70-80)
6
57
0
12
0
0
0
Missing
Other
Other
Other
no
no
no
no
no
[70-80)
4
51
2
20
0
1
0
Missing
Diabetes
Other
Circulatory
no
no
yes
yes
yes
[70-80)
7
77
0
15
0
0
0
Family/GeneralPractice
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[60-70)
3
36
4
15
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
no
no
yes
[40-50)
4
52
0
34
0
0
0
Missing
Respiratory
Diabetes
Circulatory
no
high
yes
yes
no
[60-70)
1
1
1
8
0
0
1
Missing
Other
Circulatory
Other
no
no
no
no
yes
[60-70)
3
20
5
21
0
1
0
Other
Musculoskeletal
Diabetes
Other
no
no
no
yes
no
[50-60)
11
101
6
38
1
0
1
Missing
Other
Respiratory
Other
no
no
yes
yes
yes
[80-90)
5
57
0
18
0
1
0
Missing
Other
Other
Other
no
no
no
yes
yes
[50-60)
5
26
6
19
0
0
0
Missing
Circulatory
Injury
Diabetes
no
no
no
no
no
[70-80)
4
40
0
4
0
0
0
Other
Circulatory
Other
Diabetes
no
high
yes
yes
no
[70-80)
2
28
0
15
0
0
0
Missing
Respiratory
Respiratory
Respiratory
no
no
no
yes
yes
[60-70)
1
40
1
16
0
3
0
Cardiology
Other
Other
Circulatory
no
no
yes
yes
yes
[70-80)
3
68
0
10
0
0
0
Missing
Respiratory
Other
Circulatory
no
no
yes
yes
no
[60-70)
2
44
3
7
0
0
0
InternalMedicine
Other
Other
Circulatory
no
no
no
no
no
[40-50)
2
38
1
11
0
0
0
Emergency/Trauma
Other
Diabetes
Other
no
no
no
no
no
[60-70)
5
39
6
19
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
yes
yes
yes
[40-50)
5
38
0
7
0
0
0
Missing
Other
Diabetes
Other
no
no
yes
yes
no
[60-70)
9
43
2
36
0
0
0
Missing
Digestive
Other
Other
no
no
yes
yes
no
[60-70)
5
13
0
14
0
1
0
Missing
Circulatory
Diabetes
Circulatory
no
no
no
yes
no
[60-70)
3
39
3
10
0
0
0
Other
Other
Diabetes
Circulatory
no
no
no
no
no
[80-90)
4
39
0
13
0
1
0
Surgery
Circulatory
Other
Diabetes
no
no
no
yes
yes
[50-60)
1
47
1
14
0
2
0
InternalMedicine
Digestive
Other
Digestive
no
no
no
yes
no
[50-60)
3
58
2
10
0
0
0
Surgery
Digestive
Diabetes
Other
no
normal
no
no
yes
[80-90)
1
9
0
13
2
0
1
Cardiology
Circulatory
Circulatory
Diabetes
high
no
yes
yes
yes
[80-90)
9
64
0
18
0
0
0
Missing
Other
Circulatory
Diabetes
normal
no
no
no
yes
[90-100)
4
55
2
24
0
0
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
no
no
yes
no
[70-80)
7
50
5
38
0
1
0
Other
Circulatory
Other
Digestive
no
no
yes
yes
yes
[40-50)
1
3
0
16
0
0
0
Missing
Respiratory
Diabetes
Circulatory
no
no
no
no
no
[60-70)
3
1
1
15
0
0
0
Other
Other
Other
Respiratory
no
no
yes
yes
no
[40-50)
1
12
6
16
0
0
0
Missing
Circulatory
Diabetes
Other
no
no
yes
yes
no
[40-50)
2
61
0
1
0
0
0
Missing
Other
Diabetes
Missing
no
no
no
no
no
[70-80)
14
46
0
16
0
0
0
Missing
Other
Respiratory
Other
no
no
no
yes
no
[60-70)
2
40
0
11
0
1
0
Cardiology
Other
Diabetes
Circulatory
no
no
yes
yes
yes
[60-70)
4
48
0
17
0
0
1
Emergency/Trauma
Circulatory
Other
Respiratory
no
high
no
yes
yes
[40-50)
1
2
0
3
0
0
0
Missing
Circulatory
Injury
Diabetes
no
no
no
no
no
[40-50)
5
68
0
14
0
1
0
Missing
Diabetes
Digestive
Other
no
normal
yes
yes
no
[40-50)
1
67
0
6
0
0
0
Missing
Digestive
Other
Diabetes
no
high
yes
yes
no
[70-80)
2
46
0
9
0
1
1
InternalMedicine
Other
Circulatory
Other
no
no
no
yes
no
[60-70)
3
35
6
19
0
0
0
Other
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[50-60)
1
36
3
14
0
0
0
Emergency/Trauma
Circulatory
Other
Respiratory
no
no
no
yes
no
[70-80)
5
41
0
9
0
0
0
Emergency/Trauma
Circulatory
Other
Circulatory
no
no
no
no
yes
[60-70)
8
66
3
24
0
3
0
Emergency/Trauma
Respiratory
Circulatory
Circulatory
no
no
yes
yes
yes
[70-80)
4
70
2
11
1
1
1
Missing
Other
Other
Diabetes
no
no
no
yes
yes
[70-80)
6
63
0
21
0
0
0
Missing
Other
Other
Other
no
normal
yes
yes
no
[70-80)
9
56
0
8
0
3
0
Missing
Musculoskeletal
Diabetes
Other
no
no
no
yes
yes
[40-50)
1
12
0
9
0
0
0
Family/GeneralPractice
Respiratory
Circulatory
Diabetes
no
no
yes
yes
no
[50-60)
8
26
2
21
0
0
1
Missing
Digestive
Other
Digestive
high
no
no
yes
yes
[50-60)
1
36
2
19
0
1
1
Missing
Injury
Other
Circulatory
no
no
yes
yes
no
[60-70)
2
22
0
8
0
0
0
Cardiology
Circulatory
Circulatory
Other
no
no
yes
yes
yes
[70-80)
1
55
0
3
0
0
0
Cardiology
Other
Circulatory
Circulatory
no
no
no
no
no
[80-90)
5
81
4
31
0
0
0
Missing
Digestive
Respiratory
Digestive
no
normal
yes
yes
yes
[70-80)
9
75
2
22
0
0
0
Family/GeneralPractice
Digestive
Other
Other
no
no
no
no
no
[70-80)
4
35
1
11
0
2
0
Emergency/Trauma
Circulatory
Digestive
Circulatory
no
no
no
yes
no
[70-80)
1
44
0
9
0
0
0
Emergency/Trauma
Circulatory
Circulatory
Diabetes
no
no
no
no
no
[60-70)
3
32
1
6
0
0
0
Missing
Other
Other
Circulatory
no
no
no
no
yes
[70-80)
3
44
0
7
0
0
0
Family/GeneralPractice
Other
Circulatory
Digestive
no
normal
no
no
no
[50-60)
5
42
0
15
3
0
0
InternalMedicine
Circulatory
Diabetes
Other
no
no
yes
yes
no
[70-80)
2
1
3
19
0
3
1
Surgery
Circulatory
Injury
Circulatory
no
no
yes
yes
yes
[70-80)
4
38
0
13
0
1
0
Other
Diabetes
Respiratory
Musculoskeletal
no
high
no
no
yes
[60-70)
3
29
3
20
0
0
0
Other
Diabetes
Musculoskeletal
Circulatory
no
no
yes
yes
yes
[70-80)
4
63
3
33
0
0
0
Missing
Circulatory
Diabetes
Circulatory
no
no
yes
yes
yes
[80-90)
6
77
0
11
0
1
0
Missing
Other
Other
Other
no
no
no
no
no
[70-80)
12
76
0
29
0
0
0
Emergency/Trauma
Respiratory
Respiratory
Other
no
no
yes
yes
yes
[60-70)
6
51
4
46
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[60-70)
7
66
0
24
0
1
0
Emergency/Trauma
Respiratory
Respiratory
Other
no
no
yes
yes
yes
[80-90)
5
58
2
16
0
0
0
Emergency/Trauma
Injury
Other
Injury
no
no
no
yes
no
[60-70)
9
67
2
36
0
0
0
Missing
Other
Other
Circulatory
no
no
no
no
no
[70-80)
6
55
6
18
0
1
1
Missing
Digestive
Other
Circulatory
no
no
no
yes
yes
[60-70)
3
42
0
10
0
0
0
Missing
Other
Other
Circulatory
no
no
no
yes
no
[70-80)
2
54
0
6
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
high
no
no
no
[70-80)
6
31
1
21
0
0
0
Other
Musculoskeletal
Injury
Injury
no
no
yes
yes
yes
[70-80)
3
66
0
22
0
2
0
Missing
Respiratory
Diabetes
Respiratory
no
no
yes
yes
yes
[60-70)
7
57
1
22
0
0
0
InternalMedicine
Respiratory
Respiratory
Diabetes
no
high
yes
yes
no
[80-90)
4
57
0
14
1
0
0
Missing
Circulatory
Respiratory
Injury
no
no
no
yes
yes
[60-70)
2
52
0
6
0
0
0
Family/GeneralPractice
Respiratory
Circulatory
Circulatory
no
no
no
yes
yes
[70-80)
1
17
3
6
0
3
0
Missing
Other
Other
Other
no
no
no
no
yes
[70-80)
4
64
0
15
0
1
0
InternalMedicine
Respiratory
Circulatory
Other
no
no
yes
yes
yes
[60-70)
8
73
1
16
0
0
0
Family/GeneralPractice
Diabetes
Other
Other
no
no
no
no
yes
[70-80)
2
42
3
10
0
0
0
InternalMedicine
Digestive
Respiratory
Respiratory
no
no
no
yes
no
[40-50)
1
52
0
5
1
0
0
Missing
Other
Other
Diabetes
no
no
no
yes
no
[70-80)
12
73
2
17
0
0
0
Family/GeneralPractice
Respiratory
Digestive
Other
no
no
no
yes
yes
[80-90)
4
53
0
9
0
0
0
InternalMedicine
Other
Circulatory
Diabetes
no
no
no
yes
no
[40-50)
5
50
6
22
0
0
0
Family/GeneralPractice
Circulatory
Circulatory
Respiratory
no
no
yes
yes
no
[60-70)
1
37
0
5
0
1
0
Missing
Injury
Respiratory
Circulatory
no
no
no
no
yes
[60-70)
3
34
0
9
0
1
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
yes
no
[70-80)
4
69
2
21
0
0
0
Missing
Circulatory
Respiratory
Other
no
normal
yes
yes
no
[50-60)
1
11
2
16
0
0
0
Missing
Circulatory
Respiratory
Diabetes
high
no
no
yes
no
[70-80)
4
48
1
8
0
0
0
Other
Digestive
Other
Other
no
no
no
yes
no
[70-80)
9
95
3
21
0
0
0
InternalMedicine
Circulatory
Circulatory
Circulatory
high
no
yes
yes
no
[60-70)
3
29
1
17
0
0
0
Missing
Other
Digestive
Diabetes
no
no
yes
yes
yes