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)
5
57
0
9
0
0
0
Missing
Other
Other
Injury
no
no
no
no
no
[80-90)
2
45
0
11
0
2
0
Missing
Other
Other
Other
no
no
yes
yes
no
[70-80)
4
47
0
10
0
0
0
Missing
Respiratory
Other
Respiratory
no
no
yes
yes
yes
[50-60)
11
55
0
17
0
2
0
InternalMedicine
Circulatory
Diabetes
Diabetes
no
no
yes
yes
yes
[40-50)
2
44
4
19
0
0
0
Missing
Circulatory
Other
Diabetes
no
high
yes
yes
yes
[70-80)
13
44
0
10
0
0
0
Other
Other
Respiratory
Other
no
no
no
yes
yes
[70-80)
2
44
0
4
0
0
0
Family/GeneralPractice
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[70-80)
3
53
0
6
0
0
0
Other
Respiratory
Circulatory
Respiratory
no
no
no
no
no
[80-90)
3
56
1
8
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
no
yes
no
[40-50)
4
50
4
25
0
0
0
Missing
Other
Other
Other
no
no
yes
yes
no
[70-80)
3
48
0
13
0
0
0
Missing
Respiratory
Circulatory
Other
no
high
no
yes
no
[40-50)
2
25
0
4
0
4
0
Missing
Diabetes
Digestive
Other
no
no
no
no
no
[70-80)
8
59
0
25
0
1
2
Emergency/Trauma
Circulatory
Other
Circulatory
no
no
yes
yes
yes
[70-80)
3
44
3
22
0
0
1
Other
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[70-80)
10
45
4
19
3
1
0
Other
Other
Other
Circulatory
no
no
no
yes
no
[80-90)
8
56
2
20
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
normal
no
no
yes
[50-60)
1
44
0
11
0
0
0
Family/GeneralPractice
Musculoskeletal
Diabetes
Other
no
no
no
yes
yes
[60-70)
1
29
2
16
0
0
0
Missing
Other
Circulatory
Diabetes
no
no
no
yes
no
[60-70)
10
60
3
14
0
1
0
Other
Digestive
Diabetes
Other
no
no
yes
yes
no
[70-80)
5
66
0
13
0
6
0
Missing
Other
Other
Other
no
no
no
no
yes
[70-80)
1
1
3
7
0
0
0
Surgery
Other
Other
Respiratory
no
no
no
yes
no
[60-70)
5
29
6
23
0
1
0
Missing
Respiratory
Other
Circulatory
no
no
no
yes
no
[80-90)
3
68
2
19
0
0
0
Missing
Respiratory
Respiratory
Other
no
no
yes
yes
no
[50-60)
7
50
5
15
0
0
0
InternalMedicine
Circulatory
Diabetes
Circulatory
no
high
yes
yes
no
[70-80)
9
13
0
28
0
0
0
Missing
Circulatory
Respiratory
Circulatory
normal
no
yes
yes
yes
[80-90)
12
51
4
27
0
2
0
Missing
Diabetes
Circulatory
Other
no
no
no
no
yes
[90-100)
2
27
0
11
7
4
0
InternalMedicine
Circulatory
Circulatory
Other
no
no
no
yes
no
[90-100)
2
47
0
11
0
1
0
Missing
Other
Other
Circulatory
no
no
yes
yes
yes
[60-70)
2
49
0
10
0
1
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[60-70)
6
2
0
5
0
3
0
Emergency/Trauma
Circulatory
Other
Diabetes
no
no
yes
yes
yes
[40-50)
11
61
1
9
0
0
0
InternalMedicine
Diabetes
Musculoskeletal
Other
no
no
no
yes
yes
[80-90)
5
34
6
19
0
0
0
Missing
Circulatory
Diabetes
Circulatory
no
no
no
yes
no
[40-50)
1
35
4
22
0
0
0
Surgery
Musculoskeletal
Diabetes
Other
no
no
no
no
no
[70-80)
3
6
2
18
0
0
0
Other
Musculoskeletal
Circulatory
Other
no
no
yes
yes
no
[60-70)
3
38
2
22
0
0
0
Missing
Injury
Other
Other
no
no
yes
yes
no
[40-50)
1
1
3
19
0
0
0
Missing
Injury
Circulatory
Other
no
no
no
no
no
[90-100)
9
79
0
26
0
1
0
Emergency/Trauma
Other
Respiratory
Circulatory
no
no
yes
yes
no
[50-60)
2
35
3
8
0
0
0
Cardiology
Circulatory
Circulatory
Diabetes
no
no
no
no
no
[70-80)
9
55
0
15
0
2
1
InternalMedicine
Respiratory
Circulatory
Diabetes
no
no
yes
yes
yes
[80-90)
3
71
0
13
0
0
0
Missing
Other
Diabetes
Other
no
normal
no
yes
no
[70-80)
1
43
0
12
0
1
0
InternalMedicine
Digestive
Other
Other
no
no
no
yes
no
[40-50)
11
48
3
17
0
1
0
Missing
Other
Other
Injury
no
high
yes
yes
yes
[60-70)
10
58
4
42
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
yes
yes
no
[80-90)
4
64
0
5
4
0
0
Missing
Diabetes
Other
Circulatory
no
no
no
yes
no
[70-80)
6
38
2
15
0
1
0
Other
Other
Other
Other
no
no
no
yes
no
[50-60)
1
18
1
6
0
1
0
Missing
Digestive
Other
Other
no
no
no
yes
no
[80-90)
3
42
1
5
0
0
0
Missing
Digestive
Other
Digestive
no
no
no
no
yes
[60-70)
3
45
1
18
0
0
0
InternalMedicine
Digestive
Digestive
Diabetes
no
no
no
yes
no
[50-60)
4
19
0
6
0
0
0
InternalMedicine
Other
Other
Diabetes
no
no
no
yes
yes
[50-60)
2
27
0
16
1
0
0
Missing
Respiratory
Other
Diabetes
no
no
yes
yes
no
[60-70)
6
2
3
16
0
3
0
Surgery
Other
Respiratory
Other
no
no
no
yes
yes
[60-70)
3
11
0
6
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
no
no
yes
[60-70)
1
33
0
7
1
1
0
Missing
Digestive
Other
Circulatory
no
no
yes
yes
yes
[80-90)
5
63
3
19
0
0
0
InternalMedicine
Circulatory
Circulatory
Other
no
no
no
no
no
[50-60)
1
23
3
12
0
0
0
Missing
Circulatory
Other
Diabetes
no
no
no
yes
no
[50-60)
2
37
0
10
0
0
0
Family/GeneralPractice
Other
Diabetes
Other
no
no
yes
yes
no
[50-60)
5
74
0
24
1
2
0
Cardiology
Circulatory
Respiratory
Circulatory
no
no
yes
yes
yes
[70-80)
6
52
6
25
0
0
1
Missing
Digestive
Digestive
Diabetes
no
no
no
yes
no
[60-70)
1
53
0
11
2
0
1
Missing
Digestive
Digestive
Digestive
no
no
no
no
no
[70-80)
4
36
4
15
0
0
0
InternalMedicine
Circulatory
Circulatory
Diabetes
no
no
yes
yes
yes
[80-90)
1
9
1
14
1
0
0
Surgery
Circulatory
Diabetes
Circulatory
no
no
no
no
no
[60-70)
6
54
1
31
1
0
0
Missing
Circulatory
Other
Other
no
no
no
no
no
[60-70)
4
34
4
19
0
1
0
InternalMedicine
Circulatory
Respiratory
Circulatory
no
no
no
yes
no
[40-50)
4
54
2
19
0
5
0
InternalMedicine
Diabetes
Diabetes
Other
no
no
yes
yes
yes
[70-80)
6
35
1
12
0
1
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[60-70)
1
44
0
4
0
0
1
Family/GeneralPractice
Respiratory
Diabetes
Missing
no
no
yes
yes
yes
[70-80)
12
75
3
33
2
0
1
Missing
Musculoskeletal
Other
Diabetes
no
no
yes
yes
yes
[40-50)
4
79
3
7
0
0
0
InternalMedicine
Digestive
Other
Respiratory
no
no
no
yes
no
[80-90)
2
62
1
7
2
0
0
Missing
Digestive
Circulatory
Other
no
high
no
no
no
[80-90)
4
23
6
28
0
0
0
Missing
Circulatory
Injury
Circulatory
no
no
no
yes
yes
[40-50)
3
61
1
18
4
2
9
Missing
Other
Other
Circulatory
no
no
no
no
no
[50-60)
2
61
0
14
0
0
0
InternalMedicine
Circulatory
Diabetes
Other
no
no
yes
yes
no
[80-90)
13
46
2
32
0
1
0
Missing
Diabetes
Other
Circulatory
no
no
yes
yes
yes
[70-80)
7
67
2
20
0
2
0
Cardiology
Other
Other
Circulatory
no
high
yes
yes
yes
[60-70)
8
69
6
30
0
1
0
Surgery
Circulatory
Injury
Respiratory
no
no
yes
yes
no
[70-80)
4
49
0
7
0
1
0
Missing
Other
Musculoskeletal
Circulatory
no
high
no
no
no
[60-70)
2
39
3
11
0
0
0
Surgery
Circulatory
Circulatory
Respiratory
no
no
no
no
yes
[70-80)
4
59
2
18
0
0
0
Missing
Circulatory
Respiratory
Respiratory
no
no
yes
yes
yes
[50-60)
3
42
1
13
0
0
0
Missing
Other
Other
Diabetes
no
no
yes
yes
yes
[40-50)
1
49
0
9
0
0
0
Emergency/Trauma
Respiratory
Respiratory
Diabetes
no
high
no
yes
yes
[80-90)
2
62
2
22
0
0
0
Missing
Circulatory
Diabetes
Other
no
no
yes
yes
no
[70-80)
7
63
2
15
0
0
0
Missing
Other
Diabetes
Other
no
high
yes
yes
no
[70-80)
4
39
0
16
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
yes
no
[40-50)
6
34
2
17
0
0
0
Other
Injury
Diabetes
Other
no
no
no
no
no
[60-70)
2
31
0
10
0
0
1
InternalMedicine
Digestive
Digestive
Diabetes
no
no
no
yes
yes
[60-70)
2
62
0
14
0
0
0
Missing
Circulatory
Respiratory
Circulatory
no
high
no
no
no
[70-80)
3
11
2
24
0
0
0
Other
Musculoskeletal
Musculoskeletal
Circulatory
no
no
no
yes
no
[60-70)
7
61
2
14
0
0
0
Missing
Other
Other
Other
no
no
no
no
yes
[50-60)
4
41
0
14
0
0
2
InternalMedicine
Other
Other
Diabetes
no
no
yes
yes
yes
[70-80)
3
66
4
14
0
0
2
Family/GeneralPractice
Circulatory
Circulatory
Diabetes
no
no
yes
yes
yes
[40-50)
1
1
2
10
0
0
1
Emergency/Trauma
Digestive
Diabetes
Other
no
no
no
no
yes
[40-50)
2
26
1
23
0
0
0
Other
Injury
Injury
Other
no
no
no
yes
no
[60-70)
2
21
4
20
0
0
0
Missing
Other
Other
Diabetes
no
no
no
no
no
[80-90)
2
28
0
2
0
1
0
Missing
Musculoskeletal
Circulatory
Diabetes
no
no
no
no
no
[50-60)
3
59
0
8
0
0
0
Missing
Digestive
Other
Diabetes
no
no
yes
yes
yes
[70-80)
4
52
0
21
0
1
0
Missing
Respiratory
Respiratory
Diabetes
no
no
no
yes
yes
[40-50)
4
7
2
24
0
0
0
Other
Musculoskeletal
Other
Diabetes
no
no
no
no
yes
[70-80)
1
32
0
9
0
0
0
Missing
Other
Diabetes
Circulatory
no
no
no
yes
yes
[60-70)
7
35
6
34
1
2
0
Missing
Circulatory
Respiratory
Missing
no
no
no
yes
yes
[50-60)
8
67
4
16
0
0
0
Missing
Circulatory
Respiratory
Diabetes
no
high
no
yes
yes