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
[50-60)
2
20
3
18
0
1
1
Other
Circulatory
Circulatory
Digestive
no
no
no
no
yes
[60-70)
2
63
2
17
0
1
0
Cardiology
Circulatory
Circulatory
Diabetes
no
no
no
yes
no
[80-90)
10
65
0
19
0
0
0
Missing
Other
Circulatory
Musculoskeletal
no
no
no
yes
no
[70-80)
9
19
0
20
0
0
0
Missing
Musculoskeletal
Other
Diabetes
no
no
no
yes
yes
[50-60)
7
47
3
36
0
0
0
Missing
Digestive
Respiratory
Circulatory
no
no
yes
yes
no
[70-80)
9
41
2
29
0
0
1
Missing
Injury
Other
Circulatory
no
no
no
yes
yes
[70-80)
8
44
0
18
0
0
0
Missing
Injury
Circulatory
Other
no
normal
no
yes
no
[70-80)
4
54
1
11
0
0
0
Emergency/Trauma
Other
Other
Diabetes
no
no
no
no
no
[50-60)
7
49
1
23
0
0
0
Surgery
Other
Respiratory
Respiratory
no
no
no
no
no
[60-70)
6
46
0
8
0
0
0
Emergency/Trauma
Circulatory
Circulatory
Circulatory
no
high
no
yes
no
[80-90)
1
36
0
12
0
0
0
Missing
Circulatory
Circulatory
Respiratory
no
no
no
yes
yes
[60-70)
10
76
3
10
0
1
0
Family/GeneralPractice
Other
Other
Other
no
no
yes
yes
no
[70-80)
6
64
4
18
0
0
0
Surgery
Circulatory
Other
Respiratory
no
no
no
yes
no
[50-60)
1
29
0
13
0
2
0
Other
Other
Other
Other
no
no
no
yes
yes
[70-80)
5
63
0
12
0
1
0
InternalMedicine
Circulatory
Respiratory
Diabetes
no
no
yes
yes
yes
[50-60)
4
48
0
11
0
0
0
Family/GeneralPractice
Other
Respiratory
Other
no
normal
no
no
no
[60-70)
1
18
0
6
2
0
0
Cardiology
Circulatory
Circulatory
Other
high
no
yes
yes
no
[70-80)
1
51
0
12
0
1
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[70-80)
4
41
1
11
0
1
0
InternalMedicine
Diabetes
Circulatory
Circulatory
high
no
no
no
yes
[60-70)
2
42
3
7
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[50-60)
1
33
1
8
0
0
0
Other
Other
Circulatory
Circulatory
no
no
no
yes
no
[80-90)
3
42
0
12
13
1
0
Missing
Other
Other
Other
no
no
no
no
yes
[90-100)
5
62
0
12
0
2
0
Missing
Other
Other
Circulatory
no
no
no
yes
no
[60-70)
9
61
3
17
0
0
0
Emergency/Trauma
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[70-80)
10
48
4
30
1
1
0
Missing
Other
Injury
Injury
no
no
yes
yes
no
[60-70)
2
39
2
15
0
1
0
Family/GeneralPractice
Circulatory
Diabetes
Other
no
no
no
yes
no
[80-90)
4
2
0
7
0
0
0
InternalMedicine
Respiratory
Circulatory
Circulatory
no
no
no
yes
yes
[50-60)
3
36
3
10
0
0
0
InternalMedicine
Respiratory
Digestive
Circulatory
no
no
no
no
no
[70-80)
2
11
4
20
0
0
0
Missing
Circulatory
Injury
Circulatory
no
no
no
yes
no
[50-60)
1
1
0
17
1
1
5
InternalMedicine
Musculoskeletal
Circulatory
Other
no
no
yes
yes
no
[60-70)
3
48
0
15
0
1
1
Missing
Musculoskeletal
Circulatory
Musculoskeletal
no
no
yes
yes
no
[50-60)
1
24
1
10
0
0
0
Emergency/Trauma
Digestive
Digestive
Diabetes
no
no
no
yes
no
[60-70)
3
44
1
36
0
0
0
Other
Musculoskeletal
Musculoskeletal
Other
no
no
yes
yes
yes
[40-50)
6
58
2
11
0
0
0
Missing
Other
Other
Diabetes
no
no
yes
yes
no
[70-80)
1
4
0
11
0
0
0
Missing
Circulatory
Diabetes
Circulatory
no
no
no
yes
yes
[60-70)
4
76
0
20
0
2
0
InternalMedicine
Respiratory
Circulatory
Diabetes
no
no
no
yes
yes
[90-100)
5
72
0
34
0
1
0
Emergency/Trauma
Respiratory
Respiratory
Respiratory
no
no
yes
yes
no
[90-100)
8
30
0
10
1
1
0
Family/GeneralPractice
Respiratory
Other
Circulatory
no
no
yes
yes
no
[60-70)
6
50
0
6
0
0
0
Other
Other
Other
Diabetes
no
high
yes
yes
no
[60-70)
3
9
3
9
0
0
0
Missing
Circulatory
Circulatory
Digestive
no
no
no
yes
no
[70-80)
4
52
2
20
0
2
0
Surgery
Circulatory
Circulatory
Circulatory
no
no
no
no
no
[60-70)
1
40
0
7
0
1
0
Other
Other
Circulatory
Diabetes
no
no
no
no
no
[40-50)
4
87
2
11
0
0
0
Other
Other
Other
Other
no
no
no
yes
yes
[50-60)
6
65
0
26
0
0
1
Emergency/Trauma
Respiratory
Respiratory
Other
no
no
yes
yes
yes
[70-80)
2
37
1
4
0
0
0
InternalMedicine
Other
Other
Other
no
no
no
yes
no
[70-80)
1
48
0
10
0
2
0
Missing
Circulatory
Diabetes
Other
high
no
no
yes
no
[70-80)
3
47
0
11
0
0
0
InternalMedicine
Other
Diabetes
Other
no
no
yes
yes
no
[60-70)
4
54
0
23
1
0
0
InternalMedicine
Respiratory
Diabetes
Respiratory
no
no
yes
yes
yes
[80-90)
3
63
1
28
0
0
0
Emergency/Trauma
Respiratory
Other
Diabetes
no
no
yes
yes
yes
[60-70)
4
47
0
11
0
2
0
Emergency/Trauma
Digestive
Diabetes
Circulatory
no
no
yes
yes
yes
[70-80)
12
28
0
20
0
0
0
Other
Other
Circulatory
Respiratory
no
no
no
yes
yes
[70-80)
5
37
1
19
0
0
0
Emergency/Trauma
Injury
Diabetes
Respiratory
no
no
yes
yes
no
[70-80)
8
55
0
16
0
0
0
Missing
Other
Respiratory
Circulatory
no
normal
yes
yes
no
[60-70)
6
59
5
18
0
2
0
InternalMedicine
Injury
Circulatory
Diabetes
no
high
no
no
yes
[50-60)
7
38
1
18
0
2
0
Cardiology
Circulatory
Circulatory
Respiratory
no
no
no
yes
yes
[80-90)
2
47
0
13
0
0
0
Missing
Digestive
Other
Other
no
no
no
yes
yes
[60-70)
3
51
0
17
0
1
0
Missing
Circulatory
Circulatory
Other
no
normal
yes
yes
yes
[40-50)
3
23
1
14
4
0
0
Missing
Other
Respiratory
Circulatory
normal
no
no
no
no
[70-80)
9
39
0
19
3
1
0
Missing
Other
Other
Circulatory
no
no
no
yes
no
[80-90)
3
12
0
11
0
0
0
Missing
Respiratory
Circulatory
Circulatory
no
no
yes
yes
yes
[60-70)
3
31
0
15
0
0
0
Missing
Diabetes
Other
Other
no
high
yes
yes
yes
[50-60)
4
35
0
11
0
2
0
Missing
Diabetes
Circulatory
Digestive
no
no
yes
yes
yes
[50-60)
4
53
0
7
0
0
0
Missing
Other
Diabetes
Circulatory
no
no
no
yes
no
[60-70)
11
55
1
20
0
0
0
InternalMedicine
Respiratory
Respiratory
Circulatory
no
no
no
yes
no
[60-70)
4
31
2
14
0
0
0
Other
Circulatory
Circulatory
Diabetes
no
no
yes
yes
no
[60-70)
3
54
0
20
0
2
0
Family/GeneralPractice
Respiratory
Circulatory
Respiratory
no
no
no
no
no
[50-60)
3
35
3
10
0
1
0
Missing
Digestive
Other
Digestive
no
no
yes
yes
yes
[70-80)
1
72
0
4
0
0
0
Family/GeneralPractice
Circulatory
Other
Circulatory
no
no
no
yes
no
[70-80)
1
3
0
10
0
0
0
Missing
Other
Other
Other
no
no
no
no
no
[50-60)
11
63
5
18
0
0
0
Missing
Injury
Injury
Other
no
no
no
no
yes
[50-60)
5
67
0
23
2
0
0
Missing
Other
Other
Other
no
no
yes
yes
no
[70-80)
3
38
2
8
0
0
0
InternalMedicine
Digestive
Other
Other
no
no
no
yes
yes
[60-70)
4
44
0
15
0
0
0
Missing
Diabetes
Respiratory
Other
no
no
yes
yes
no
[50-60)
11
53
2
37
0
0
0
Missing
Other
Diabetes
Circulatory
no
no
no
yes
no
[90-100)
3
43
0
13
0
3
1
Missing
Digestive
Other
Other
no
no
yes
yes
yes
[70-80)
7
69
2
34
4
2
0
Missing
Other
Circulatory
Circulatory
no
no
no
no
yes
[80-90)
3
2
2
7
0
0
0
Missing
Digestive
Other
Circulatory
no
no
yes
yes
yes
[70-80)
1
49
1
11
0
1
0
InternalMedicine
Other
Other
Other
no
no
no
no
no
[80-90)
1
26
1
11
0
0
0
InternalMedicine
Injury
Other
Other
no
no
no
yes
yes
[80-90)
6
60
0
20
4
0
1
Missing
Digestive
Other
Diabetes
no
no
no
no
yes
[70-80)
6
8
0
8
0
1
0
Emergency/Trauma
Digestive
Other
Circulatory
no
no
yes
yes
no
[70-80)
3
58
1
10
0
0
0
Missing
Diabetes
Other
Digestive
no
no
no
yes
no
[90-100)
3
62
0
12
0
2
0
Other
Diabetes
Other
Other
no
no
yes
yes
no
[70-80)
12
80
0
15
0
0
0
Missing
Other
Circulatory
Diabetes
high
no
no
yes
yes
[70-80)
3
33
1
11
0
0
0
Other
Other
Other
Diabetes
no
no
no
yes
yes
[70-80)
4
59
0
23
1
3
1
Missing
Circulatory
Respiratory
Circulatory
no
no
no
yes
yes
[70-80)
3
39
0
18
0
0
1
Missing
Injury
Other
Other
no
no
no
no
yes
[50-60)
1
32
3
10
0
0
0
Cardiology
Circulatory
Circulatory
Other
no
no
yes
yes
no
[90-100)
7
38
1
19
0
1
0
Missing
Digestive
Circulatory
Circulatory
no
no
yes
yes
no
[50-60)
3
53
0
21
2
1
0
Missing
Digestive
Respiratory
Other
no
normal
no
yes
yes
[50-60)
4
26
3
11
0
0
0
Surgery
Injury
Musculoskeletal
Other
no
no
yes
yes
yes
[50-60)
3
35
1
9
0
0
1
Emergency/Trauma
Injury
Other
Other
no
no
no
yes
no
[50-60)
2
44
2
14
0
0
0
Other
Other
Respiratory
Circulatory
no
no
yes
yes
yes
[60-70)
1
46
2
9
0
0
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
no
no
no
no
[50-60)
3
6
6
12
1
0
0
Missing
Other
Digestive
Digestive
no
no
no
yes
no
[50-60)
4
44
3
43
0
1
0
Missing
Circulatory
Circulatory
Circulatory
no
no
yes
yes
no
[60-70)
11
68
4
32
0
0
0
Missing
Digestive
Diabetes
Digestive
no
no
yes
yes
yes
[90-100)
2
10
0
5
0
0
0
Missing
Circulatory
Other
Circulatory
no
no
no
yes
no
[70-80)
12
31
5
45
0
0
0
InternalMedicine
Digestive
Digestive
Other
no
no
yes
yes
no
[70-80)
5
73
0
20
0
5
0
InternalMedicine
Circulatory
Respiratory
Respiratory
no
no
no
yes
yes