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
[40-50)
1
51
2
11
0
2
1
InternalMedicine
Diabetes
Other
Other
no
high
no
yes
yes
[60-70)
1
26
0
10
0
1
1
Other
Other
Other
Diabetes
no
no
no
yes
no
[60-70)
2
54
1
17
1
1
0
InternalMedicine
Other
Circulatory
Respiratory
no
no
no
yes
yes
[40-50)
2
46
3
16
0
0
0
InternalMedicine
Circulatory
Circulatory
Diabetes
no
no
no
no
no
[60-70)
4
50
3
12
0
1
0
InternalMedicine
Injury
Respiratory
Respiratory
no
no
yes
yes
no
[80-90)
2
1
0
5
0
0
0
Emergency/Trauma
Other
Respiratory
Other
no
no
no
no
no
[50-60)
2
39
0
17
0
1
0
Missing
Circulatory
Other
Circulatory
no
no
no
yes
no
[50-60)
3
21
0
12
0
1
0
Other
Other
Other
Other
no
no
no
yes
no
[90-100)
1
70
1
19
0
0
0
Missing
Circulatory
Circulatory
Other
no
no
no
yes
no
[70-80)
12
68
0
32
0
0
0
Missing
Circulatory
Other
Respiratory
no
no
yes
yes
no
[70-80)
5
65
0
8
0
0
0
InternalMedicine
Diabetes
Other
Other
high
no
no
yes
no
[80-90)
5
59
0
15
0
0
0
Missing
Musculoskeletal
Musculoskeletal
Other
no
high
no
yes
no
[80-90)
4
50
3
14
0
0
0
Cardiology
Circulatory
Diabetes
Circulatory
no
no
yes
yes
yes
[70-80)
5
74
2
17
0
1
0
InternalMedicine
Digestive
Digestive
Circulatory
normal
no
no
no
yes
[60-70)
5
55
2
14
0
0
0
Missing
Other
Respiratory
Circulatory
no
no
no
yes
yes
[70-80)
6
67
1
21
0
0
0
Family/GeneralPractice
Diabetes
Other
Circulatory
no
no
no
yes
no
[60-70)
2
21
0
16
0
1
2
Missing
Circulatory
Other
Respiratory
normal
no
yes
yes
no
[90-100)
5
37
0
24
1
0
0
Missing
Respiratory
Other
Other
no
no
yes
yes
yes
[60-70)
7
61
6
27
0
0
0
Cardiology
Circulatory
Circulatory
Other
no
no
yes
yes
no
[60-70)
14
81
3
35
0
0
0
Other
Respiratory
Respiratory
Respiratory
no
high
yes
yes
no
[70-80)
7
55
0
18
1
3
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
no
yes
[40-50)
1
56
1
12
0
0
0
Other
Other
Other
Other
no
high
yes
yes
no
[50-60)
5
78
1
12
0
3
0
Family/GeneralPractice
Other
Respiratory
Other
no
no
no
no
yes
[70-80)
13
36
3
23
1
0
1
Missing
Musculoskeletal
Respiratory
Circulatory
no
no
yes
yes
yes
[50-60)
14
38
0
17
0
1
0
Missing
Other
Circulatory
Circulatory
no
no
yes
yes
yes
[80-90)
12
15
0
9
1
2
0
Family/GeneralPractice
Other
Other
Circulatory
no
high
no
yes
no
[70-80)
5
38
0
19
0
0
0
Missing
Respiratory
Respiratory
Diabetes
no
no
yes
yes
no
[70-80)
1
16
0
13
0
6
0
Other
Other
Circulatory
Circulatory
no
no
yes
yes
no
[80-90)
5
51
0
18
0
2
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[70-80)
2
53
2
14
0
0
0
Missing
Circulatory
Other
Other
no
normal
no
yes
yes
[60-70)
5
35
1
8
3
1
0
Missing
Digestive
Digestive
Other
no
no
yes
yes
yes
[60-70)
3
20
2
43
0
1
0
Other
Musculoskeletal
Diabetes
Other
no
no
no
yes
yes
[60-70)
6
1
0
13
0
0
0
Missing
Other
Other
Other
no
no
no
yes
no
[80-90)
1
4
0
11
0
0
0
Missing
Circulatory
Respiratory
Other
no
no
no
no
no
[60-70)
3
62
2
17
0
0
0
Missing
Respiratory
Circulatory
Circulatory
no
normal
yes
yes
no
[80-90)
5
49
2
16
2
0
0
Missing
Injury
Other
Musculoskeletal
no
normal
no
yes
no
[80-90)
9
77
0
29
1
1
1
Emergency/Trauma
Respiratory
Respiratory
Other
no
no
yes
yes
no
[50-60)
1
26
2
27
1
0
0
Other
Musculoskeletal
Circulatory
Diabetes
no
no
yes
yes
yes
[60-70)
1
54
0
13
0
0
0
InternalMedicine
Respiratory
Diabetes
Other
no
no
no
yes
no
[70-80)
3
33
0
10
0
0
0
Missing
Musculoskeletal
Respiratory
Circulatory
no
no
no
yes
yes
[50-60)
4
18
5
20
0
0
0
Other
Musculoskeletal
Circulatory
Respiratory
no
no
no
yes
no
[80-90)
11
26
0
24
0
0
0
Missing
Respiratory
Other
Circulatory
high
no
yes
yes
no
[60-70)
5
20
1
18
2
0
0
Other
Musculoskeletal
Diabetes
Other
no
no
yes
yes
yes
[70-80)
6
53
6
18
0
0
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
yes
yes
[60-70)
7
39
6
16
0
2
0
Other
Other
Circulatory
Other
no
no
no
yes
no
[50-60)
3
1
1
7
0
0
0
Missing
Injury
Respiratory
Respiratory
no
no
no
no
no
[60-70)
6
51
1
12
0
0
0
Missing
Digestive
Diabetes
Circulatory
no
no
no
yes
no
[80-90)
5
38
1
29
0
1
0
Other
Injury
Other
Circulatory
no
no
no
no
no
[80-90)
4
54
0
17
0
0
0
Missing
Digestive
Other
Circulatory
no
no
no
no
no
[70-80)
8
63
0
19
0
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
no
yes
no
[60-70)
8
52
1
21
0
0
0
Missing
Respiratory
Other
Other
no
no
no
yes
yes
[60-70)
2
14
0
11
0
0
0
Missing
Circulatory
Other
Circulatory
no
no
yes
yes
yes
[60-70)
7
54
4
22
0
0
0
Emergency/Trauma
Digestive
Circulatory
Circulatory
no
high
yes
yes
no
[60-70)
2
46
1
15
0
0
0
Missing
Other
Other
Circulatory
no
no
no
no
no
[60-70)
4
60
0
20
1
1
1
Family/GeneralPractice
Respiratory
Other
Other
no
no
yes
yes
no
[60-70)
4
31
1
15
0
3
0
Surgery
Other
Other
Other
no
no
no
yes
no
[70-80)
7
40
5
22
0
1
0
Missing
Circulatory
Circulatory
Circulatory
no
no
no
yes
no
[60-70)
10
24
2
15
0
1
0
Missing
Other
Respiratory
Other
no
no
yes
yes
no
[80-90)
6
1
1
19
0
0
0
Family/GeneralPractice
Circulatory
Other
Other
no
no
yes
yes
yes
[80-90)
3
1
1
26
0
0
0
Missing
Circulatory
Circulatory
Respiratory
no
no
yes
yes
no
[60-70)
5
69
0
26
0
0
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
high
yes
yes
no
[40-50)
11
49
5
48
0
2
2
InternalMedicine
Other
Other
Respiratory
no
no
yes
yes
no
[50-60)
8
33
3
34
0
0
0
Other
Musculoskeletal
Diabetes
Circulatory
no
no
yes
yes
yes
[60-70)
9
52
3
26
0
0
0
Missing
Diabetes
Circulatory
Other
no
no
no
no
yes
[70-80)
2
20
1
4
0
0
0
Other
Other
Other
Diabetes
no
no
no
no
no
[70-80)
1
9
0
13
0
1
2
InternalMedicine
Other
Circulatory
Circulatory
no
no
no
yes
no
[50-60)
9
75
2
17
0
0
0
Missing
Other
Circulatory
Other
no
normal
yes
yes
no
[70-80)
4
55
2
20
0
0
0
Missing
Injury
Other
Circulatory
no
no
no
no
no
[50-60)
10
82
1
23
0
1
0
InternalMedicine
Other
Other
Other
no
high
yes
yes
yes
[60-70)
1
2
0
11
1
2
0
Missing
Digestive
Other
Other
no
no
yes
yes
yes
[50-60)
8
19
0
12
0
0
0
Missing
Circulatory
Circulatory
Diabetes
no
no
yes
yes
yes
[80-90)
3
18
0
7
2
1
1
Missing
Other
Circulatory
Diabetes
normal
no
no
yes
yes
[50-60)
5
46
0
9
0
5
0
Missing
Other
Diabetes
Circulatory
normal
no
no
no
yes
[70-80)
11
38
1
23
0
0
0
Missing
Respiratory
Respiratory
Diabetes
no
no
no
yes
yes
[60-70)
3
32
0
16
0
0
0
Emergency/Trauma
Musculoskeletal
Other
Circulatory
no
no
yes
yes
yes
[70-80)
3
27
1
14
0
0
0
Missing
Respiratory
Other
Diabetes
no
no
yes
yes
no
[80-90)
1
37
1
26
1
0
0
Other
Other
Other
Other
no
no
yes
yes
no
[80-90)
3
72
0
18
0
0
0
Missing
Other
Other
Diabetes
no
no
yes
yes
yes
[60-70)
5
36
0
18
0
4
0
Missing
Respiratory
Other
Other
high
no
yes
yes
yes
[70-80)
3
37
2
20
0
0
0
Other
Musculoskeletal
Diabetes
Circulatory
no
no
yes
yes
no
[70-80)
3
35
1
9
0
3
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
high
no
no
yes
[80-90)
1
47
0
15
3
6
1
Missing
Respiratory
Circulatory
Circulatory
no
high
yes
yes
yes
[60-70)
1
44
0
4
0
0
0
Family/GeneralPractice
Injury
Other
Circulatory
no
no
no
no
no
[70-80)
7
71
0
25
0
0
0
Emergency/Trauma
Respiratory
Circulatory
Diabetes
no
no
yes
yes
no
[60-70)
4
70
0
15
0
0
0
Emergency/Trauma
Other
Other
Other
no
high
yes
yes
no
[50-60)
4
51
1
11
0
1
0
InternalMedicine
Circulatory
Circulatory
Circulatory
no
no
no
yes
no
[90-100)
4
30
0
6
0
0
0
Missing
Circulatory
Other
Circulatory
no
high
yes
yes
yes
[70-80)
5
51
0
22
0
0
0
Emergency/Trauma
Circulatory
Circulatory
Circulatory
no
high
no
no
yes
[60-70)
1
1
2
4
2
0
0
Cardiology
Circulatory
Circulatory
Circulatory
no
no
yes
yes
yes
[80-90)
1
37
4
14
0
0
0
Cardiology
Circulatory
Diabetes
Circulatory
no
no
no
yes
yes
[50-60)
3
70
0
20
0
0
0
Missing
Other
Other
Other
no
no
no
yes
no
[80-90)
13
78
6
22
0
0
0
Family/GeneralPractice
Other
Circulatory
Circulatory
no
no
no
no
no
[70-80)
5
54
6
37
0
0
0
Missing
Circulatory
Circulatory
Respiratory
no
no
yes
yes
no
[80-90)
2
12
0
9
0
0
0
Missing
Diabetes
Circulatory
Other
no
normal
yes
yes
no
[50-60)
3
46
0
8
2
0
0
Missing
Circulatory
Musculoskeletal
Other
no
no
yes
yes
no
[40-50)
5
57
0
13
0
0
0
Missing
Diabetes
Other
Circulatory
no
no
yes
yes
no
[60-70)
3
19
1
11
0
1
0
Other
Injury
Diabetes
Circulatory
no
no
yes
yes
no
[70-80)
1
44
1
17
0
0
0
InternalMedicine
Circulatory
Circulatory
Other
no
no
no
yes
no
[50-60)
3
78
1
18
0
0
0
InternalMedicine
Other
Digestive
Other
no
high
no
yes
yes
[70-80)
4
67
0
15
0
0
0
InternalMedicine
Other
Respiratory
Circulatory
no
no
no
yes
no