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)
7
38
1
14
1
0
0
Missing
Injury
Other
Other
no
no
yes
yes
yes
[40-50)
5
66
0
21
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
no
yes
no
[40-50)
3
58
0
13
0
2
0
InternalMedicine
Digestive
Other
Diabetes
no
no
no
yes
yes
[70-80)
2
45
0
12
0
3
0
Missing
Circulatory
Circulatory
Circulatory
no
high
no
yes
no
[60-70)
4
36
5
23
4
0
0
Emergency/Trauma
Injury
Injury
Other
no
no
yes
yes
no
[70-80)
3
33
1
17
0
0
0
Missing
Circulatory
Diabetes
Other
no
no
no
no
no
[50-60)
11
57
6
26
0
0
0
Missing
Circulatory
Musculoskeletal
Diabetes
no
high
no
yes
yes
[50-60)
1
27
1
18
2
0
0
Missing
Other
Circulatory
Respiratory
no
no
yes
yes
no
[80-90)
1
43
0
16
2
0
0
Missing
Other
Other
Other
no
no
yes
yes
no
[60-70)
6
36
2
22
0
0
0
Missing
Diabetes
Other
Musculoskeletal
no
no
yes
yes
no
[40-50)
2
40
1
25
1
0
0
Surgery
Other
Other
Diabetes
no
no
no
no
no
[60-70)
4
59
1
16
0
0
0
Cardiology
Circulatory
Circulatory
Respiratory
no
high
no
no
no
[50-60)
6
54
2
24
0
1
1
Other
Respiratory
Respiratory
Diabetes
no
no
yes
yes
yes
[60-70)
1
32
2
12
0
0
0
Cardiology
Circulatory
Circulatory
Respiratory
no
no
no
yes
yes
[80-90)
3
1
0
11
0
1
0
Missing
Circulatory
Circulatory
Other
no
no
no
yes
no
[80-90)
4
57
3
12
0
0
0
Emergency/Trauma
Injury
Injury
Diabetes
no
no
yes
yes
yes
[80-90)
9
69
0
24
0
1
0
Missing
Other
Circulatory
Circulatory
no
no
yes
yes
yes
[40-50)
4
34
1
15
0
0
0
InternalMedicine
Respiratory
Diabetes
Respiratory
no
no
yes
yes
no
[40-50)
4
35
3
21
0
0
0
Family/GeneralPractice
Other
Other
Diabetes
no
no
yes
yes
yes
[50-60)
12
78
0
27
0
0
0
Missing
Diabetes
Other
Respiratory
no
high
yes
yes
no
[70-80)
1
26
1
23
0
0
0
Other
Musculoskeletal
Musculoskeletal
Diabetes
no
no
no
yes
no
[90-100)
2
2
2
16
0
0
0
Surgery
Injury
Other
Other
no
no
yes
yes
no
[60-70)
3
58
0
15
0
0
0
Missing
Injury
Injury
Circulatory
no
no
no
no
no
[50-60)
1
43
1
13
0
2
0
Missing
Other
Circulatory
Other
no
no
no
no
no
[70-80)
1
53
0
11
0
0
0
Missing
Respiratory
Other
Circulatory
no
no
no
yes
no
[50-60)
3
38
6
17
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[80-90)
8
54
5
14
2
0
0
Missing
Other
Digestive
Digestive
no
no
no
no
no
[60-70)
6
60
6
21
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
high
yes
yes
yes
[70-80)
8
60
0
19
0
1
0
Missing
Circulatory
Respiratory
Other
no
no
no
no
yes
[60-70)
1
1
1
7
0
0
0
Missing
Other
Diabetes
Circulatory
no
no
no
yes
no
[70-80)
5
58
3
15
0
1
0
Missing
Other
Other
Other
no
no
no
yes
yes
[80-90)
14
18
2
7
4
0
0
InternalMedicine
Respiratory
Diabetes
Circulatory
no
no
yes
yes
no
[60-70)
5
46
1
17
0
0
0
Family/GeneralPractice
Diabetes
Other
Other
no
high
yes
yes
yes
[50-60)
6
48
6
26
0
0
0
Other
Circulatory
Other
Circulatory
no
no
no
yes
no
[80-90)
2
65
2
23
0
1
0
Missing
Circulatory
Digestive
Other
no
no
no
yes
no
[70-80)
3
97
0
21
0
0
0
InternalMedicine
Other
Other
Other
no
no
yes
yes
no
[60-70)
3
30
2
25
1
0
0
Missing
Digestive
Digestive
Diabetes
no
high
no
no
yes
[50-60)
5
38
1
11
0
0
0
Family/GeneralPractice
Circulatory
Circulatory
Circulatory
no
normal
no
no
no
[60-70)
8
5
0
3
1
0
0
Other
Other
Other
Respiratory
no
no
no
no
yes
[60-70)
5
36
2
21
0
2
0
Other
Injury
Other
Diabetes
no
no
yes
yes
yes
[80-90)
1
44
0
12
0
1
0
Missing
Circulatory
Circulatory
Respiratory
no
no
yes
yes
yes
[50-60)
1
41
1
11
0
0
0
Surgery
Musculoskeletal
Circulatory
Other
no
no
no
no
no
[70-80)
4
33
0
9
0
0
0
Emergency/Trauma
Respiratory
Circulatory
Diabetes
no
no
yes
yes
no
[90-100)
4
61
0
15
0
0
0
Emergency/Trauma
Other
Circulatory
Circulatory
no
no
yes
yes
no
[60-70)
1
33
6
12
0
0
0
Other
Circulatory
Respiratory
Circulatory
no
no
no
yes
yes
[50-60)
4
62
0
19
7
3
0
Missing
Circulatory
Other
Circulatory
no
no
no
no
yes
[50-60)
3
41
0
15
0
4
2
Missing
Diabetes
Other
Circulatory
no
no
yes
yes
yes
[50-60)
1
75
0
12
0
0
0
Family/GeneralPractice
Other
Other
Other
no
no
yes
yes
no
[50-60)
3
48
0
9
0
0
0
Other
Respiratory
Respiratory
Circulatory
no
no
no
yes
yes
[80-90)
8
60
0
20
0
1
0
Missing
Circulatory
Circulatory
Other
no
no
yes
yes
yes
[70-80)
2
75
0
19
0
0
0
InternalMedicine
Other
Respiratory
Other
no
no
yes
yes
no
[70-80)
3
42
0
12
0
0
0
Missing
Respiratory
Circulatory
Other
no
normal
yes
yes
yes
[50-60)
7
45
6
13
0
0
0
Other
Other
Respiratory
Other
no
no
no
no
no
[70-80)
4
43
3
18
1
11
5
Surgery
Injury
Circulatory
Circulatory
no
no
no
yes
yes
[40-50)
13
51
2
13
0
0
0
Missing
Diabetes
Musculoskeletal
Musculoskeletal
no
no
yes
yes
no
[40-50)
6
34
0
13
0
1
0
Other
Other
Other
Diabetes
no
high
yes
yes
yes
[50-60)
5
75
0
19
1
0
0
Missing
Other
Other
Other
no
no
yes
yes
yes
[60-70)
2
63
0
6
2
3
0
Cardiology
Circulatory
Circulatory
Diabetes
no
no
no
yes
no
[60-70)
12
43
4
15
0
1
0
Other
Injury
Other
Other
no
no
no
no
no
[60-70)
8
37
2
19
0
1
0
Family/GeneralPractice
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[80-90)
7
70
0
13
0
0
0
Emergency/Trauma
Other
Diabetes
Circulatory
no
high
yes
yes
yes
[50-60)
2
66
3
14
0
0
0
InternalMedicine
Respiratory
Circulatory
Other
normal
normal
no
no
no
[70-80)
2
55
1
11
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
no
yes
no
[80-90)
2
45
0
18
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
yes
no
[70-80)
4
39
3
12
0
0
0
Surgery
Musculoskeletal
Circulatory
Diabetes
no
no
no
yes
no
[50-60)
3
1
2
17
2
1
0
Missing
Musculoskeletal
Digestive
Circulatory
no
no
yes
yes
no
[70-80)
4
1
1
13
1
0
0
Missing
Respiratory
Other
Other
no
no
yes
yes
yes
[60-70)
1
48
3
18
0
1
0
Cardiology
Circulatory
Circulatory
Respiratory
no
no
yes
yes
yes
[70-80)
6
15
1
18
2
6
0
Family/GeneralPractice
Other
Circulatory
Other
normal
no
no
no
yes
[80-90)
7
37
5
25
0
0
0
Missing
Other
Other
Respiratory
no
no
yes
yes
yes
[60-70)
3
12
0
10
0
0
0
Missing
Respiratory
Respiratory
Circulatory
no
no
no
yes
no
[60-70)
3
57
3
19
0
0
0
Family/GeneralPractice
Circulatory
Other
Circulatory
no
no
no
no
no
[60-70)
1
35
0
15
0
0
0
Missing
Other
Diabetes
Other
no
no
yes
yes
yes
[50-60)
3
46
1
20
1
1
1
Missing
Injury
Other
Other
no
no
yes
yes
yes
[40-50)
5
53
0
18
0
0
0
Other
Other
Digestive
Other
no
normal
yes
yes
no
[60-70)
8
56
4
32
0
0
0
Surgery
Circulatory
Circulatory
Respiratory
no
high
no
yes
no
[70-80)
4
51
0
8
0
0
0
InternalMedicine
Respiratory
Circulatory
Diabetes
no
no
no
no
no
[70-80)
5
62
1
11
0
0
0
Other
Other
Diabetes
Circulatory
no
no
no
yes
no
[50-60)
2
72
0
16
1
0
1
Cardiology
Respiratory
Other
Musculoskeletal
no
no
no
yes
yes
[60-70)
2
54
0
9
0
0
0
Missing
Other
Other
Other
no
no
no
yes
no
[80-90)
3
25
2
7
0
0
0
Emergency/Trauma
Injury
Circulatory
Diabetes
no
no
no
no
yes
[60-70)
2
9
0
13
0
1
0
Emergency/Trauma
Diabetes
Other
Circulatory
no
no
yes
yes
yes
[50-60)
6
63
1
11
0
1
0
Family/GeneralPractice
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[70-80)
8
47
1
16
0
1
0
Emergency/Trauma
Other
Other
Other
no
no
yes
yes
yes
[50-60)
3
44
0
14
0
0
0
Other
Other
Other
Other
no
no
no
yes
no
[50-60)
5
39
3
27
0
0
0
Emergency/Trauma
Other
Musculoskeletal
Diabetes
no
high
yes
yes
yes
[80-90)
6
50
0
11
0
0
0
Missing
Respiratory
Other
Diabetes
no
no
yes
yes
yes
[40-50)
3
22
6
17
0
0
0
Missing
Circulatory
Injury
Circulatory
no
no
yes
yes
no
[80-90)
8
68
3
13
0
0
0
Cardiology
Other
Other
Respiratory
no
no
yes
yes
no
[80-90)
2
22
3
22
0
0
0
Other
Respiratory
Circulatory
Circulatory
no
no
no
no
yes
[60-70)
2
49
6
14
0
0
0
Missing
Circulatory
Circulatory
Other
no
normal
no
no
no
[70-80)
3
21
0
10
0
1
0
InternalMedicine
Circulatory
Other
Circulatory
no
no
no
yes
no
[70-80)
7
44
0
8
0
0
0
Missing
Respiratory
Circulatory
Circulatory
no
no
no
no
yes
[70-80)
2
6
0
12
0
1
0
Missing
Circulatory
Diabetes
Other
no
no
yes
yes
yes
[70-80)
8
65
3
20
0
0
0
InternalMedicine
Circulatory
Respiratory
Circulatory
no
no
no
yes
no
[60-70)
3
10
0
9
0
1
0
Emergency/Trauma
Circulatory
Other
Diabetes
no
no
no
yes
yes
[70-80)
2
9
2
10
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
no
[60-70)
2
51
0
8
0
0
0
Missing
Diabetes
Respiratory
Other
high
no
yes
yes
no
[70-80)
2
41
0
14
0
0
0
Missing
Circulatory
Diabetes
Circulatory
no
no
no
yes
yes
[70-80)
3
45
0
3
0
0
0
Missing
Diabetes
Other
Respiratory
no
high
yes
yes
no