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)
8
61
1
19
0
0
0
Missing
Other
Other
Other
no
no
yes
yes
yes
[80-90)
2
32
0
9
3
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[70-80)
3
48
0
15
0
0
0
InternalMedicine
Circulatory
Other
Circulatory
no
no
no
yes
no
[80-90)
10
53
2
10
0
0
0
InternalMedicine
Injury
Other
Other
no
no
yes
yes
no
[50-60)
5
57
3
30
0
0
0
Missing
Circulatory
Respiratory
Injury
no
no
no
yes
no
[60-70)
2
9
2
10
0
0
0
Cardiology
Injury
Circulatory
Other
no
no
no
yes
no
[70-80)
10
45
0
12
0
1
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
no
[70-80)
5
45
1
10
0
0
0
Missing
Circulatory
Other
Circulatory
no
no
no
no
no
[80-90)
4
36
0
10
1
2
0
Family/GeneralPractice
Diabetes
Other
Other
no
no
yes
yes
yes
[60-70)
3
1
0
6
0
2
0
Family/GeneralPractice
Other
Other
Other
no
no
yes
yes
yes
[80-90)
3
30
0
12
0
3
0
Family/GeneralPractice
Circulatory
Respiratory
Circulatory
no
no
no
yes
yes
[50-60)
3
49
1
35
0
0
0
Missing
Musculoskeletal
Diabetes
Circulatory
no
no
yes
yes
yes
[70-80)
3
38
0
9
0
0
0
Missing
Other
Diabetes
Circulatory
no
no
yes
yes
yes
[60-70)
2
42
0
10
0
0
0
Missing
Digestive
Respiratory
Digestive
no
no
no
yes
no
[40-50)
2
41
0
12
0
0
0
Missing
Injury
Other
Diabetes
no
no
yes
yes
yes
[50-60)
4
49
1
19
0
0
0
Cardiology
Circulatory
Circulatory
Other
no
no
no
yes
yes
[70-80)
6
52
1
8
0
0
0
Emergency/Trauma
Injury
Diabetes
Other
no
no
no
yes
yes
[70-80)
2
40
0
16
0
0
0
Missing
Circulatory
Respiratory
Circulatory
no
high
yes
yes
no
[40-50)
4
56
0
11
0
1
0
Missing
Diabetes
Other
Diabetes
no
high
yes
yes
yes
[50-60)
3
41
1
10
3
4
0
Missing
Digestive
Other
Other
no
no
no
yes
yes
[70-80)
3
43
4
16
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[50-60)
3
25
0
20
0
5
0
Missing
Circulatory
Respiratory
Other
normal
no
no
yes
no
[50-60)
1
30
0
9
0
0
0
Missing
Respiratory
Diabetes
Circulatory
no
no
yes
yes
yes
[60-70)
2
62
1
7
2
2
2
Emergency/Trauma
Other
Digestive
Digestive
no
no
yes
yes
yes
[60-70)
3
47
0
18
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[40-50)
4
45
0
12
0
0
0
InternalMedicine
Other
Circulatory
Diabetes
no
no
yes
yes
no
[40-50)
2
49
0
11
0
0
0
InternalMedicine
Other
Diabetes
Other
no
no
yes
yes
no
[50-60)
5
82
3
21
0
0
0
Missing
Respiratory
Other
Respiratory
no
no
no
no
yes
[50-60)
3
50
1
12
0
0
0
Missing
Other
Other
Other
no
no
yes
yes
no
[70-80)
5
59
0
22
0
0
0
Missing
Other
Respiratory
Other
no
no
no
yes
yes
[70-80)
1
42
0
4
0
0
0
Family/GeneralPractice
Circulatory
Diabetes
Other
no
no
no
yes
yes
[50-60)
1
29
6
18
0
0
0
Other
Circulatory
Circulatory
Diabetes
no
no
no
no
no
[80-90)
2
51
1
6
0
0
0
Missing
Injury
Digestive
Other
no
no
no
no
yes
[40-50)
2
38
0
10
0
1
0
InternalMedicine
Circulatory
Circulatory
Diabetes
no
no
yes
yes
yes
[50-60)
1
35
6
17
0
0
0
Other
Injury
Diabetes
Circulatory
no
no
no
no
no
[40-50)
5
32
1
18
0
2
0
Missing
Other
Diabetes
Injury
no
normal
yes
yes
yes
[70-80)
4
21
6
16
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
no
yes
no
[90-100)
5
45
0
18
0
2
1
InternalMedicine
Respiratory
Circulatory
Respiratory
no
no
no
yes
yes
[50-60)
4
59
0
9
0
0
0
Missing
Other
Other
Digestive
no
no
no
no
no
[70-80)
6
76
1
16
0
0
0
Missing
Respiratory
Respiratory
Circulatory
no
no
no
yes
no
[50-60)
7
61
1
22
1
0
0
Missing
Diabetes
Other
Other
no
normal
yes
yes
no
[60-70)
3
45
6
21
0
2
0
Missing
Digestive
Injury
Circulatory
no
no
no
no
yes
[70-80)
5
46
3
10
0
1
0
Family/GeneralPractice
Circulatory
Digestive
Circulatory
no
high
no
yes
yes
[70-80)
5
36
1
14
0
0
0
Missing
Digestive
Respiratory
Other
no
no
no
yes
no
[40-50)
5
57
2
25
0
0
0
Emergency/Trauma
Musculoskeletal
Other
Diabetes
no
high
yes
yes
no
[80-90)
5
46
1
14
2
0
0
Missing
Circulatory
Respiratory
Circulatory
no
no
yes
yes
yes
[50-60)
1
42
0
6
1
0
0
Missing
Circulatory
Diabetes
Other
no
no
no
yes
yes
[40-50)
8
62
1
18
0
0
0
Missing
Injury
Other
Other
no
no
yes
yes
no
[60-70)
1
56
0
12
0
1
0
InternalMedicine
Circulatory
Circulatory
Other
no
no
no
yes
yes
[60-70)
4
33
2
11
3
1
0
Other
Musculoskeletal
Circulatory
Diabetes
no
high
yes
yes
yes
[80-90)
5
72
0
17
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
no
no
no
[60-70)
2
33
3
13
0
0
0
Other
Injury
Other
Other
no
no
yes
yes
no
[50-60)
1
10
1
13
2
0
0
Missing
Musculoskeletal
Other
Other
no
no
no
yes
yes
[50-60)
5
43
5
39
0
2
0
Other
Injury
Injury
Circulatory
no
no
yes
yes
yes
[60-70)
3
38
6
13
0
1
0
Emergency/Trauma
Circulatory
Circulatory
Other
no
no
no
yes
no
[60-70)
4
51
3
15
0
0
0
Other
Other
Other
Diabetes
no
no
no
no
no
[80-90)
6
59
0
22
0
0
0
Missing
Respiratory
Respiratory
Other
no
no
no
yes
no
[40-50)
2
33
0
20
0
1
0
Missing
Other
Injury
Diabetes
no
no
yes
yes
yes
[40-50)
4
19
0
11
0
0
0
Missing
Injury
Other
Other
no
no
yes
yes
yes
[80-90)
13
62
1
25
1
0
0
Missing
Respiratory
Respiratory
Respiratory
no
no
no
yes
yes
[50-60)
9
25
1
34
5
1
1
Missing
Other
Other
Circulatory
high
no
yes
yes
yes
[50-60)
9
40
5
4
0
0
0
Family/GeneralPractice
Digestive
Digestive
Diabetes
no
no
no
no
no
[80-90)
3
16
0
7
0
0
1
Family/GeneralPractice
Other
Circulatory
Diabetes
no
no
no
no
yes
[90-100)
3
24
0
14
0
0
0
Family/GeneralPractice
Circulatory
Other
Circulatory
high
no
no
yes
yes
[50-60)
4
45
0
9
0
2
0
Missing
Circulatory
Circulatory
Diabetes
no
no
no
no
yes
[60-70)
7
59
3
44
0
1
0
Surgery
Circulatory
Circulatory
Respiratory
no
no
no
yes
yes
[80-90)
8
72
0
22
0
0
0
Missing
Respiratory
Circulatory
Circulatory
no
no
yes
yes
no
[40-50)
7
42
1
10
3
8
0
Missing
Diabetes
Musculoskeletal
Other
no
no
no
no
yes
[80-90)
6
64
1
20
1
0
0
Missing
Respiratory
Other
Circulatory
no
no
no
yes
no
[60-70)
11
60
3
27
0
2
0
Missing
Other
Other
Respiratory
no
no
yes
yes
yes
[70-80)
12
20
2
19
0
0
0
Emergency/Trauma
Digestive
Digestive
Digestive
no
no
no
yes
no
[70-80)
7
1
6
8
0
0
0
Family/GeneralPractice
Digestive
Digestive
Circulatory
no
no
yes
yes
no
[80-90)
3
44
0
12
0
0
0
Missing
Respiratory
Respiratory
Circulatory
no
no
no
no
no
[50-60)
3
34
2
13
0
2
0
Missing
Digestive
Other
Circulatory
no
no
yes
yes
no
[70-80)
4
42
1
17
0
1
0
Family/GeneralPractice
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[60-70)
2
35
4
9
1
0
0
Other
Circulatory
Injury
Diabetes
no
no
no
yes
no
[60-70)
5
42
1
16
0
0
0
Missing
Respiratory
Circulatory
Circulatory
no
no
no
no
yes
[80-90)
4
27
0
7
0
0
0
Family/GeneralPractice
Other
Other
Circulatory
no
no
yes
yes
no
[40-50)
1
36
0
18
0
0
0
Family/GeneralPractice
Circulatory
Circulatory
Circulatory
no
high
yes
yes
no
[50-60)
3
1
3
11
2
0
0
Missing
Other
Digestive
Other
no
no
yes
yes
no
[80-90)
4
11
4
29
0
0
0
Missing
Other
Diabetes
Circulatory
no
no
yes
yes
no
[40-50)
1
45
0
1
0
0
0
InternalMedicine
Other
Other
Circulatory
no
no
no
no
no
[40-50)
4
55
3
31
0
1
0
Surgery
Circulatory
Circulatory
Respiratory
no
no
no
no
no
[60-70)
9
28
3
22
0
0
0
Other
Respiratory
Respiratory
Other
high
no
yes
yes
yes
[50-60)
7
1
6
13
0
0
0
Emergency/Trauma
Circulatory
Respiratory
Circulatory
no
no
no
yes
yes
[80-90)
1
23
1
6
0
0
0
Family/GeneralPractice
Other
Other
Circulatory
no
no
yes
yes
no
[80-90)
9
97
1
23
0
2
0
Missing
Other
Other
Other
no
no
no
no
no
[70-80)
2
66
0
14
0
0
0
InternalMedicine
Diabetes
Digestive
Respiratory
no
high
yes
yes
yes
[50-60)
3
52
0
16
0
1
0
InternalMedicine
Respiratory
Respiratory
Respiratory
no
no
yes
yes
yes
[90-100)
14
87
5
31
0
0
0
Emergency/Trauma
Circulatory
Other
Circulatory
no
high
yes
yes
no
[40-50)
3
54
3
19
1
0
2
Missing
Other
Diabetes
Other
no
high
no
yes
no
[70-80)
2
28
0
14
0
0
1
Missing
Respiratory
Diabetes
Other
no
no
yes
yes
no
[50-60)
2
27
0
7
0
0
0
InternalMedicine
Circulatory
Other
Other
no
no
yes
yes
no
[60-70)
4
64
1
20
0
0
0
InternalMedicine
Other
Diabetes
Other
no
high
yes
yes
no
[60-70)
4
19
2
26
5
1
0
Missing
Circulatory
Circulatory
Other
high
no
yes
yes
yes
[80-90)
3
54
0
16
0
1
0
Missing
Circulatory
Circulatory
Other
no
no
yes
yes
no
[50-60)
8
59
1
35
0
2
0
Emergency/Trauma
Respiratory
Other
Other
no
no
yes
yes
no
[70-80)
13
51
2
22
0
4
0
Other
Other
Respiratory
Diabetes
no
normal
no
yes
no
[60-70)
7
48
3
37
0
0
0
Other
Other
Other
Other
no
no
yes
yes
no
[60-70)
6
49
3
20
0
3
0
Missing
Circulatory
Other
Circulatory
no
no
no
no
no